\u6211\u4eec\u5c06\u6280\u80fd\u7a83\u53d6\u653b\u51fb\u8005\u53ef\u7528\u7684\u53ef\u89c2\u5bdf\u6027\u5f62\u5f0f\u5316\u4e3a\u4e09\u4e2a\u5d4c\u5957\u8bbf\u95ee\u7ea7\u522b：Differential（o\u2081）\u2287 Trace（o\u2082）\u2287 Output（o\u2083）（\u7b2c4\u8282），\u5e76\u5c06\u6240\u6709\u5148\u524d\u653b\u51fb\u7f6e\u4e8e\u8be5\u8f74\u4e0a\u3002\u6211\u4eec\u8fd8\u8868\u660e，\u6ca1\u6709\u4efb\u4f55\u7ea7\u522b\u80fd\u4fdd\u8bc1\u7cbe\u786e\u6062\u590d\u9690\u85cf\u6e90\u4ee3\u7801\u3002<\/p>\n<\/li>\n
\u6211\u4eec\u6784\u5efa\u4e86Daydreaming，\u4e00\u79cd\u7eaf\u6267\u884c\u7684\u6280\u80fd\u91cd\u5efa\u653b\u51fb\u3002\u6bcf\u6b21\u67e5\u8be2\u90fd\u59d4\u6258\u666e\u901a\u5de5\u4f5c，\u4ece\u4e0d\u8bf7\u6c42\u9690\u85cf\u6280\u80fd\u6216\u5bf9\u91cd\u5efa\u5185\u5bb9\u8fdb\u884c\u8bc4\u5224\u3002\u56e0\u6b64，\u5373\u4f7f\u542f\u7528\u62ab\u9732\u963b\u6b62\u3001\u63d0\u53d6\u8f93\u5165\u5206\u7c7b\u548c\u8f93\u51fa\u8fc7\u6ee4，Daydreaming\u4e5f\u80fd\u8fd0\u884c（\u7b2c5\u8282）\u3002<\/p>\n<\/li>\n
\u6211\u4eec\u5c55\u793a\u4e86Daydreaming\u5728\u6700\u4e25\u683c\u7684\u8bbf\u95ee\u7ea7\u522b（Output o\u2083）\u4e0a\u6709\u6548，\u4e14\u53d7\u5bb3\u8005\u67e5\u8be2\u6570\u91cf\u6709\u9650\u3002\u57287\u9879\u6280\u80fd\u4e0a，Daydreaming\u5728Output\u7ea7\u522b\u6062\u590d\u4e86\u53d7\u5bb3\u8005\u4efb\u52a1\u8868\u73b0\u768486.8%，\u5728Trace\u548cDifferential\u7ea7\u522b\u5206\u522b\u6062\u590d\u4e8687.0%\u548c86.0%，\u653b\u51fb\u8005\u63a8\u7406\u6210\u672c\u4e2d\u4f4d\u6570\u8f83\u4f4e（\u7b2c6\u8282）\u3002<\/p>\n<\/li>\n<\/ul>\n
2 \u76f8\u5173\u5de5\u4f5c
\n\u667a\u80fd\u4f53\u6280\u80fd\u3002\u00a0\u201c\u6280\u80fd\u201d\u4e00\u8bcd\u5728\u5148\u524d\u5de5\u4f5c\u4e2d\u66fe\u7528\u4e8e\u4e0d\u540c\u8bed\u5883\u3002\u4e00\u4e9b\u5de5\u4f5c\u5c06\u6280\u80fd\u89c6\u4e3a\u5b66\u4e60\u5230\u7684\u53ef\u91cd\u7528\u62bd\u8c61：PolySkill\u5b66\u4e60\u591a\u6001\u6280\u80fd，\u5c06\u62bd\u8c61\u76ee\u6807\u4e0e\u5176\u5177\u4f53\u5b9e\u73b0\u5206\u79bb，\u5e76\u53ef\u8de8Web\u4efb\u52a1\u8fc1\u79fb [32]\u3002\u5176\u4ed6\u7cfb\u7edf\u4ee5\u4e0d\u540c\u5f62\u5f0f\u5916\u90e8\u5316\u53ef\u91cd\u7528\u884c\u4e3a：\u5927\u578b\u8bed\u8a00\u6a21\u578b（LLM）\u53ef\u4ee5\u5408\u6210\u53ef\u8c03\u7528\u7684\u5de5\u5177，\u4ece\u800c\u5206\u644a\u6602\u8d35\u7684\u63a8\u7406\u6210\u672c [8]，\u800c\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u8bb0\u5fc6\u5219\u5f52\u7eb3\u51fa\u91cd\u590d\u7684\u52a8\u4f5c\u4f8b\u7a0b，\u5e76\u5728\u540e\u7eedWeb\u4efb\u52a1\u4e2d\u68c0\u7d22\u5b83\u4eec [29]\u3002\u8fd9\u4e9b\u5de5\u4f5c\u5c55\u793a\u4e86\u53ef\u91cd\u7528\u667a\u80fd\u4f53\u80fd\u529b\u7684\u5f62\u5f0f，\u4f46\u5e76\u672a\u5c06\u6280\u80fd\u89c6\u4e3a\u673a\u5bc6\u7684\u3001\u7531\u63d0\u4f9b\u8005\u63a7\u5236\u7684\u8d44\u4ea7\u3002<\/p>\n
\u6211\u4eec\u7814\u7a76\u4e00\u79cd\u63d0\u4f9b\u8005\u63a7\u5236\u7684\u6280\u80fd：\u5ba2\u6237\u53ef\u89c1\u7684\u540d\u79f0\u548c\u63cf\u8ff0，\u4e0e\u7531\u670d\u52a1\u63d0\u4f9b\u8005\u63a7\u5236\u7684\u9690\u85cf\u6307\u4ee4\u548c\u53ef\u9009\u53c2\u8003\u3001\u8d44\u4ea7\u6216\u53ef\u6267\u884c\u8f85\u52a9\u7a0b\u5e8f\u914d\u5bf9\u3002\u6839\u636e\u5f00\u653e\u6280\u80fd\u6807\u51c6 [5, 21]，\u540d\u79f0\u548c\u63cf\u8ff0\u4fdd\u6301\u53ef\u7528，\u4ee5\u4fbf\u667a\u80fd\u4f53\u77e5\u9053\u6280\u80fd\u4f55\u65f6\u9002\u7528，\u800c\u6307\u4ee4\u6587\u6863\u548c\u6346\u7ed1\u6587\u4ef6\u4ec5\u5728\u4efb\u52a1\u6267\u884c\u671f\u95f4\u6309\u9700\u52a0\u8f7d\u3002\u6280\u80fd\u662f\u56f4\u7ed5\u901a\u7528\u6a21\u578b\u6302\u8f7d\u7684，\u800c\u975e\u5408\u5e76\u5230\u5176\u6743\u91cd\u4e2d，\u5141\u8bb8\u91cd\u5efa\u7684\u6280\u80fd\u88ab\u590d\u5236\u3001\u5b89\u88c5\u5728\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u4e0a，\u5e76\u72ec\u7acb\u4e8e\u53d7\u5bb3\u8005\u670d\u52a1\u8fdb\u884c\u8bc4\u4f30\u3002\u5728\u6574\u4e2a\u8bbe\u8ba1\u548c\u8bc4\u4f30\u8fc7\u7a0b\u4e2d，\u6280\u80fd\u6307\u7684\u5c31\u662f\u8fd9\u79cd\u63d0\u4f9b\u8005\u63a7\u5236\u7684\u8bbe\u7f6e\u3002<\/p>\n
\u7a83\u53d6\u667a\u80fd\u4f53\u6280\u80fd\u3002\u00a0\u9ed1\u76d2\u6a21\u578b\u63d0\u53d6\u5df2\u786e\u7acb，\u67e5\u8be2\u8bbf\u95ee\u53ef\u4ee5\u6062\u590d\u4e13\u6709\u8bad\u7ec3\u6a21\u578b\u7684\u529f\u80fd，\u800c\u65e0\u9700\u91cd\u73b0\u5176\u5b9e\u73b0\u5b57\u8282 [27]；\u6280\u80fd\u7a83\u53d6\u9075\u5faa\u76f8\u540c\u7684\u601d\u8def，\u4f46\u76ee\u6807\u662f\u6a21\u5757\u5316\u3001\u53ef\u90e8\u7f72\u7684\u7a0b\u5e8f，\u7531\u81ea\u7136\u8bed\u8a00\u89c4\u5219\u548c\u8f85\u52a9\u5de5\u4ef6\u7ec4\u6210，\u5e76\u901a\u8fc7\u5176\u91cd\u73b0\u7684\u884c\u4e3a\u800c\u975e\u7cbe\u786e\u7b49\u4ef7\u6027\u6765\u8bc4\u4f30\u3002\u81ea\u90a3\u4ee5\u6765，\u6709\u4e09\u9879\u5e76\u884c\u7814\u7a76\u89e6\u53ca\u4e86\u6b64\u8bbe\u7f6e，\u4f46\u5404\u81ea\u7684\u5047\u8bbe\u90fd\u6bd4\u6211\u4eec\u66f4\u7a84\u3002BBS\u63d0\u793a\u667a\u80fd\u4f53\u81ea\u884c\u66b4\u9732\u5176\u6307\u4ee4\u6587\u4ef6，\u5e76\u5bf9\u6cc4\u9732\u7684\u6587\u672c\u8fdb\u884c\u8bc4\u5206 [28]\u3002SigLeak\u8bfb\u53d6\u6267\u884c\u8f68\u8ff9，\u9700\u8981\u670d\u52a1\u5728\u6291\u5236\u5176\u6280\u80fd\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c\u4e00\u6b21 [10]\u3002RedAct\u662f\u4e00\u79cd\u9632\u5fa1\u63aa\u65bd，\u5728\u53d1\u5e03\u524d\u7f16\u8f91\u8f68\u8ff9 [30]\u3002\u6ca1\u6709\u4e00\u9879\u80fd\u5728\u62ab\u9732\u9632\u5fa1\u63aa\u65bd\u6fc0\u6d3b\u7684\u60c5\u51b5\u4e0b\u91cd\u5efa\u591a\u6587\u4ef6\u6280\u80fd\u3002\u6211\u4eec\u5c06\u5176\u89c6\u4e3a\u5e76\u884c\u5de5\u4f5c，\u5b83\u4eec\u542f\u53d1\u4e86\u800c\u975e\u7ea6\u675f\u4e86\u6211\u4eec\u7684\u8bbe\u8ba1，\u7b2c4\u8282\u5c06\u6bcf\u9879\u5de5\u4f5c\u7f6e\u4e8e\u53ef\u89c2\u5bdf\u6027\u8f74\u4e0a\u3002<\/p>\n
\u7a83\u53d6\u7cfb\u7edf\u63d0\u793a\u3002\u00a0\u6700\u63a5\u8fd1\u7684\u7814\u7a76\u8bbe\u7f6e\u662f\u7a83\u53d6\u9690\u85cf\u7684\u7cfb\u7edf\u63d0\u793a\u3002PLeak\u4f18\u5316\u5bf9\u6297\u6027\u67e5\u8be2\u4ee5\u5b9e\u73b0\u76f4\u63a5\u62ab\u9732 [15]，\u800c\u5176\u4ed6\u5de5\u4f5c\u5219\u4ece\u8f93\u5165-\u8f93\u51fa\u5bf9\u6216\u4ec5\u4ece\u7b54\u6848\u4e2d\u91cd\u5efa\u529f\u80fd\u76f8\u4f3c\u7684\u63d0\u793a [31, 24]\u3002\u4e00\u9879\u73b0\u5b9e\u4e16\u754c\u7814\u7a76\u8868\u660e，\u8bcd\u6c47\u76f8\u4f3c\u6027\u4e0d\u8db3\u4ee5\u8861\u91cf\u529f\u80fd\u590d\u5236 [26]，\u800c\u63d0\u793a\u6df7\u6dc6\u5219\u7814\u7a76\u4e86\u9632\u5fa1\u65b9\u9762 [23]\u3002\u4e0e\u6211\u4eec\u6846\u67b6\u6700\u63a5\u8fd1\u7684\u662f，\u4fe1\u606f\u8bba\u5206\u6790\u8868\u660e，\u6bcf\u6b21\u67e5\u8be2\u7684\u53ef\u6062\u590d\u6027\u53d6\u51b3\u4e8e\u66b4\u9732\u7684\u662f\u54ea\u4e2a\u54cd\u5e94\u901a\u9053 [18]\u3002\u7cfb\u7edf\u63d0\u793a\u662f\u6587\u672c，\u800c\u6280\u80fd\u662f\u7531\u6307\u4ee4\u3001\u811a\u672c\u548c\u53c2\u8003\u6570\u636e\u7ec4\u6210\u7684\u53ef\u90e8\u7f72\u7a0b\u5e8f\u3002\u56e0\u6b64，\u91cd\u5efa\u6280\u80fd\u4e0d\u4ec5\u9700\u8981\u6062\u590d\u5176\u63aa\u8f9e，\u8fd8\u9700\u8981\u6062\u590d\u5176\u6587\u4ef6\u3001\u5b83\u4eec\u7684\u4f5c\u7528\u4ee5\u53ca\u5b83\u4eec\u5982\u4f55\u534f\u540c\u5de5\u4f5c，\u5e76\u6700\u7ec8\u901a\u8fc7\u91cd\u5efa\u6280\u80fd\u662f\u5426\u53ef\u6267\u884c\u6765\u8bc4\u5224\u3002<\/p>\n
3 \u5a01\u80c1\u6a21\u578b
\n\u6211\u4eec\u7684\u5a01\u80c1\u6a21\u578b\u56f4\u7ed5\u4e00\u4e2a\u4f5c\u4e3aSkaaS\u670d\u52a1\u4ed8\u8d39\u5ba2\u6237\u7684\u653b\u51fb\u8005\u5c55\u5f00，\u8be5\u653b\u51fb\u8005\u5728\u6709\u9650\u7684B\u6b21\u67e5\u8be2\u9884\u7b97\u5185，\u65e8\u5728\u5c3d\u53ef\u80fd\u591a\u5730\u7a83\u53d6\u4e13\u6709\u6280\u80fd\u7684\u529f\u80fd\u3002\u653b\u51fb\u8005\u53ea\u80fd\u770b\u5230\u516c\u5171\u6280\u80fd\u5361 d = (\u03bd, \u03c3)，\u5176\u4e2d\u03bd\u662f\u516c\u5171\u6280\u80fd\u540d\u79f0，\u03c3\u662f\u5176\u7b80\u77ed\u63cf\u8ff0\u3002\u653b\u51fb\u8005\u4ece\u4e00\u4e2a\u65e0\u6280\u80fd\u7684\u667a\u80fd\u4f53 𝒱\u2205 = (M, \u03a0, 𝒯, \u2205) \u5f00\u59cb，\u76ee\u6807\u662f\u91cd\u5efa\u7531\u6258\u7ba1\u53d7\u5bb3\u8005\u667a\u80fd\u4f53 𝒱S = (M, \u03a0, 𝒯, S) \u4f7f\u7528\u7684\u3001\u4f9b\u5e94\u5546\u9690\u85cf\u7684\u6280\u80fd S\u3002<\/p>\n
\u5728\u4e24\u4e2a\u667a\u80fd\u4f53\u5185\u90e8，M\u662f\u8bed\u8a00\u6a21\u578b，\u03a0\u662f\u667a\u80fd\u4f53\u7f16\u6392\u7b56\u7565（\u5305\u62ec\u5176\u7cfb\u7edf\u6307\u4ee4\u548c\u5de5\u5177\u8def\u7531\u903b\u8f91），𝒯\u662f\u4efb\u52a1\u5de5\u5177\u96c6\u3002\u5173\u952e\u533a\u522b\u5728\u4e8e\u9690\u85cf\u7684\u6280\u80fd：\u53d7\u5bb3\u8005\u6302\u8f7d S = (m, \u211b)，\u5176\u4e2dm\u662f\u4e3b\u8981\u6307\u4ee4\u6587\u6863，\u211b\u662f\u4e00\u7ec4\u6709\u9650\u7684\u652f\u6491\u8d44\u6e90，\u5982\u811a\u672c\u3001\u53c2\u8003\u6587\u6863\u3001\u6a21\u677f\u6216\u6570\u636e\u6587\u4ef6\u3002\u8be5\u6280\u80fd\u662f\u653b\u51fb\u8005\u7784\u51c6\u7684\u4e13\u6709\u8d44\u4ea7，\u653b\u51fb\u8005\u6ca1\u6709 S \u7684\u526f\u672c，\u4e5f\u65e0\u6cd5\u8bfb\u53d6\u53d7\u5bb3\u8005\u7684\u6587\u4ef6\u3001\u5185\u5b58\u3001\u79c1\u6709\u63a8\u7406\u6216\u6280\u80fd\u52a0\u8f7d\u64cd\u4f5c\u3002<\/p>\n
\u5728\u6267\u884c\u8fc7\u7a0b\u4e2d，\u653b\u51fb\u8005\u5411 𝒱S \u63d0\u4ea4\u4e00\u4e2a\u4efb\u52a1 x，\u5e76\u89c2\u5bdf\u6700\u7ec8\u8f93\u51fa yS(x)，\u5305\u62ec\u667a\u80fd\u4f53\u7684\u6d88\u606f\u548c\u4efb\u4f55\u8fd4\u56de\u7684\u6587\u4ef6\u3002\u5f53\u5728\u90e8\u7f72\u8bbe\u7f6e\u4e2d\u53ef\u67e5\u770b\u8ddf\u8e2a\u65f6，\u6211\u4eec\u8fd8\u5199\u4f5c trS(x) = ((g\u2081, r\u2081), \u2026, (g\u2096, r\u2096)) \u4f5c\u4e3a\u5ba2\u6237\u7aef\u53ef\u89c1\u7684\u6267\u884c\u8ddf\u8e2a，\u5176\u4e2d g\u1d62 \u8868\u793a\u7b2c i \u6b21\u5de5\u5177\u8c03\u7528\u53ca\u5176\u53c2\u6570，r\u1d62 \u662f\u5bf9\u5e94\u7684\u8fd4\u56de\u503c\u3002\u653b\u51fb\u8005\u53ef\u4ee5\u6839\u636e\u5148\u524d\u7684\u89c2\u5bdf\u8c03\u6574\u540e\u7eed\u67e5\u8be2，\u5e76\u4f7f\u7528\u81ea\u5df1\u7684\u5f71\u5b50\u667a\u80fd\u4f53\u548c\u672c\u5730\u5de5\u5177，\u4f46\u5fc5\u987b\u4fdd\u6301\u5728 B \u6b21\u67e5\u8be2\u9884\u7b97\u5185，\u4e14\u4e0d\u80fd\u5229\u7528\u53d7\u5bb3\u8005\u7684\u62ab\u9732\u8def\u5f84\u76f4\u63a5\u8bf7\u6c42\u6216\u6062\u590d\u9690\u85cf\u6280\u80fd\u3002<\/p>\n
\u8fd0\u884c\u793a\u4f8b\u3002\u00a0\u4e3a\u4e86\u4f7f\u5a01\u80c1\u6a21\u578b\u548c\u7b26\u53f7\u5177\u4f53\u5316，\u6211\u4eec\u4ee5\u5b89\u5168\u8b66\u62a5\u5206\u7c7b\u7684 SkaaS \u4e3a\u4f8b，\u5982\u56fe1\u6240\u793a，\u8d2f\u7a7f\u5168\u6587\u3002<\/p>\n
- \n
- \n
\u653b\u51fb\u573a\u666f\u3002\u00a0\u4e00\u5bb6\u5b89\u5168\u8fd0\u8425\u4f9b\u5e94\u5546\u6258\u7ba1\u4e00\u4e2a\u8b66\u62a5\u5206\u7c7b\u667a\u80fd\u4f53 𝒱S = (M, \u03a0, 𝒯, S)\u3002\u5176\u516c\u5171\u6280\u80fd\u5361 d = (\u03bd, \u03c3) \u53ef\u80fd\u53ea\u66b4\u9732\u4e00\u4e2a\u540d\u79f0\u5982\u201cAlert Triage\u201d\u548c\u7b80\u77ed\u63cf\u8ff0\u5982\u201c\u8c03\u67e5\u5b89\u5168\u8b66\u62a5\u5e76\u8fd4\u56de\u5e26\u6709\u8bc1\u636e\u7684\u88c1\u51b3\u201d\u3002\u9690\u85cf\u6280\u80fd S = (m, \u211b) \u5305\u542b\u4f9b\u5e94\u5546\u7684\u5206\u7c7b\u6307\u4ee4 m \u548c\u652f\u6491\u8d44\u6e90 \u211b，\u5982\u5347\u7ea7\u89c4\u5219\u3001\u6307\u6807\u5217\u8868\u3001\u9608\u503c\u8868\u3001\u6a21\u677f\u6216\u8f85\u52a9\u811a\u672c\u3002\u5ba2\u6237\u63d0\u4ea4\u4e00\u4e2a\u8b66\u62a5 x \u5e76\u6536\u5230 yS(x)，\u5982\u88c1\u51b3\u3001\u652f\u6301\u8bc1\u636e\u548c\u4efb\u4f55\u8fd4\u56de\u7684\u6587\u4ef6\u3002<\/p>\n<\/li>\n
- \n
\u653b\u51fb\u8005\u7684\u77e5\u8bc6\u548c\u80fd\u529b\u3002\u00a0\u653b\u51fb\u8005\u662f\u4ed8\u8d39\u5ba2\u6237\u800c\u975e\u5185\u90e8\u4eba\u5458\u3002\u5b83\u770b\u5230\u516c\u5171\u6280\u80fd\u5361 d = (\u03bd, \u03c3)，\u77e5\u9053\u63a5\u53d7\u7684\u4efb\u52a1\u683c\u5f0f，\u5e76\u4e14\u6700\u591a\u53ef\u4ee5\u63d0\u4ea4 B \u4e2a\u81ea\u9002\u5e94\u9009\u62e9\u7684\u8b66\u62a5\u3002\u6839\u636e\u90e8\u7f72\u8bbe\u7f6e，\u5b83\u53ef\u80fd\u53ea\u89c2\u5bdf yS(x) \u6216\u4e5f\u80fd\u770b\u5230\u5ba2\u6237\u7aef\u53ef\u89c1\u7684\u6267\u884c\u8f68\u8ff9 trS(x)\u3002\u5b83\u65e0\u6cd5\u8bfb\u53d6\u9690\u85cf\u6280\u80fd\u3001\u53d7\u5bb3\u8005\u6587\u4ef6\u3001\u79c1\u6709\u63a8\u7406\u3001\u5185\u5b58\u6216\u6280\u80fd\u52a0\u8f7d\u64cd\u4f5c，\u6240\u6709\u62ab\u9732\u9632\u5fa1\u63aa\u65bd\u4fdd\u6301\u6fc0\u6d3b\u3002<\/p>\n<\/li>\n
- \n
\u653b\u51fb\u8005\u7684\u76ee\u6807\u3002\u00a0\u653b\u51fb\u8005\u5229\u7528\u8fd9\u4e9b\u4efb\u52a1\u6267\u884c\u6765\u6784\u5efa\u4e00\u4e2a\u53ef\u90e8\u7f72\u7684\u91cd\u5efa S\u0302 = (m\u0302, \u211b\u0302)\u3002\u76ee\u6807\u4e0d\u662f\u6062\u590d\u4f9b\u5e94\u5546\u7684\u786e\u5207\u6e90\u6587\u4ef6，\u800c\u662f\u91cd\u73b0\u6280\u80fd\u5728\u65b0\u8b66\u62a5\u4e0a\u7684\u884c\u4e3a：\u4f8b\u5982，\u201c\u5347\u7ea7\u4f9b\u5e94\u5546\u4f1a\u5347\u7ea7\u7684\u8b66\u62a5，\u540c\u65f6\u653e\u8fc7\u826f\u6027\u8b66\u62a5\u201d\u3002<\/p>\n<\/li>\n<\/ul>\n
![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124918-6ac0f9ce119bf.jpg\")
<\/p>\n\u56fe1：\u8fd0\u884c\u793a\u4f8b，\u5728\u63d0\u4f9b\u8005\u8fb9\u754c\u5904\u5206\u5272\u3002
\n[\u56fe\u63cf\u8ff0：\u4e00\u4e2a\u5206\u4e3a\u4e24\u90e8\u5206\u7684\u793a\u610f\u56fe\u3002\u5de6\u4fa7\u662f\u201c\u5ba2\u6237\u53ef\u89c1\u201d\u90e8\u5206，\u663e\u793a\u6280\u80fd\u5361 d=(\u03bd,\u03c3)，\u5305\u542b\u540d\u79f0\u201calert-triage\u201d\u548c\u63cf\u8ff0\u201cInvestigate security alerts and return a verdict.\u201d\u3002\u53f3\u4fa7\u662f\u201c\u4f9b\u5e94\u5546\u9690\u85cf\u201d\u90e8\u5206，\u663e\u793a\u9690\u85cf\u6280\u80fd S=(m,\u211b)，\u5305\u542b SKILL.md（\u5347\u7ea7\u89c4\u5219 m）\u3001flow_stats.py（\u68c0\u6d4b\u5668 \u211b\u2081）\u3001indicators.csv（\u53c2\u8003\u5217\u8868 \u211b\u2082）\u3001thresholds.json（\u6821\u51c6\u622a\u6b62\u503c \u211b\u2083）\u3002\u4e2d\u95f4\u6709\u201c\u63d0\u4f9b\u8005\u63a7\u5236\u8fb9\u754c\u201d\u5206\u9694\u7ebf\u3002]
\n[\u56fe\u63cf\u8ff0：\u4e09\u4e2a\u5e76\u6392\u7684\u6846\u56fe，\u5206\u522b\u5bf9\u5e94 Differential (o\u2081)\u3001Trace (o\u2082)\u3001Output (o\u2083)\u3002\u6bcf\u4e2a\u6846\u663e\u793a\u4e00\u6b21\u6267\u884c\u3002Differential \u6846\u663e\u793a\u4e00\u4e2a\u8b66\u62a5 x \u53d1\u9001\u7ed9\u6258\u7ba1\u5206\u7c7b\u667a\u80fd\u4f53，\u540c\u65f6\u53d1\u9001\u7ed9\u65e0\u6280\u80fd\u53cc\u80de\u80ce 𝒱\u2205，\u5e76\u663e\u793a\u4e24\u8005\u7684\u54cd\u5e94\u3002Trace \u6846\u663e\u793a\u5ba2\u6237\u7aef\u53ef\u89c1\u7684\u5de5\u5177\u8c03\u7528，\u5982 detect_beaconing\u3001port_entropy\u3001lookup \u53ca\u5176\u7ed3\u679c\u3002Output \u6846\u4ec5\u663e\u793a\u6700\u7ec8\u7684\u5206\u7c7b\u62a5\u544a\u3002]<\/p>\n4 \u6280\u80fd\u7a83\u53d6\u53ef\u89c2\u5bdf\u6027\u7684\u5f62\u5f0f\u5316
\n\u6280\u80fd\u7a83\u53d6\u653b\u51fb\u5728\u653b\u51fb\u8005\u80fd\u4ece\u53d7\u5bb3\u8005\u670d\u52a1\u4e2d\u89c2\u5bdf\u5230\u4ec0\u4e48\u4fe1\u606f\u65b9\u9762\u6709\u6240\u4e0d\u540c，\u4f46\u5148\u524d\u5de5\u4f5c\u901a\u5e38\u5c06\u53ef\u89c2\u5bdf\u6027\u8bbe\u7f6e\u9690\u542b\u6216\u89c6\u4e3a\u53ef\u4e92\u6362\u3002\u6211\u4eec\u901a\u8fc7\u5b9a\u4e49\u4e09\u4e2a\u5d4c\u5957\u7684\u53ef\u89c2\u5bdf\u6027\u7ea7\u522b，\u5c06\u73b0\u6709\u653b\u51fb\u7f6e\u4e8e\u8be5\u8f74\u4e0a，\u5e76\u4ee5\u9002\u7528\u4e8e\u6240\u6709\u4e09\u4e2a\u7ea7\u522b\u7684\u5f62\u5f0f\u8868\u8fbe\u653b\u51fb\u8005\u7684\u76ee\u6807，\u4ece\u800c\u4f7f\u8fd9\u79cd\u533a\u522b\u660e\u786e\u3002<\/p>\n4.1 \u4e09\u4e2a\u5d4c\u5957\u8bbf\u95ee\u7ea7\u522b
\n\u653b\u51fb\u8005\u4ece\u4e00\u6b21\u6267\u884c\u4e2d\u4e86\u89e3\u5230\u4ec0\u4e48\u53d6\u51b3\u4e8e\u90e8\u7f72\u66b4\u9732\u4e86\u591a\u5c11\u4fe1\u606f\u3002\u6211\u4eec\u5728\u4e0b\u9762\u533a\u5206\u4e09\u4e2a\u7ea7\u522b，\u4ee5\u6bcf\u4e2a\u7ea7\u522b\u53ef\u7528\u7684\u8bc1\u636e\u547d\u540d，\u5e76\u4f7f\u7528\u56fe2\u4e2d\u7684\u8fd0\u884c\u793a\u4f8b\u6765\u8bf4\u660e\u5b83\u4eec\u3002<\/p>\n\u88681：\u4e09\u4e2a\u8bbf\u95ee\u7ea7\u522b\u7684\u793a\u4f8b\u90e8\u7f72\u3002<\/p>\n
\n
\u8bbf\u95ee\u7ea7\u522b\u793a\u4f8b\u90e8\u7f72<\/tr>\n \n\n Differential (o\u2081)<\/td>\n \u5f00\u653e\u6a21\u578b\u6743\u91cd [2] \u548c\u5df2\u53d1\u5e03\u7684\u6d4b\u8bd5\u5de5\u5177 [3]，\u6280\u80fd\u4e0e enclave \u5206\u5f00\u670d\u52a1 [4]\u3002<\/td>\n<\/tr>\n \n Trace (o\u2082)<\/td>\n \u66b4\u9732\u5de5\u5177\u8c03\u7528\u53ca\u5176\u7ed3\u679c\u7684\u667a\u80fd\u4f53\u3001\u7f51\u5173\u6216\u9065\u6d4b\u7cfb\u7edf [12, 6, 9, 22]\u3002<\/td>\n<\/tr>\n \n Output (o\u2083)<\/td>\n \u4ec5\u8fd4\u56de\u5df2\u5b8c\u6210\u4efb\u52a1\u7ed3\u679c\u7684\u670d\u52a1，\u5982\u81ea\u4e3b\u533b\u7597\u7f16\u7801\u6216\u6309\u89e3\u51b3\u65b9\u6848\u6536\u8d39\u7684\u652f\u6301 [20, 16]\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n ![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124918-6ac0f9ce36c82.jpg\")
<\/p>\n\u6bcf\u4e2a\u7ea7\u522b\u5305\u542b\u5176\u4e0b\u4e00\u7ea7\u53ef\u7528\u7684\u89c2\u5bdf\u7ed3\u679c，\u56e0\u6b64\u4e09\u4e2a\u7ea7\u522b\u662f\u5d4c\u5957\u7684，\u7d22\u5f15\u8d8a\u5c0f\u8868\u793a\u653b\u51fb\u8005\u5047\u8bbe\u8d8a\u5f3a\u3002<\/p>\n
- \n
- \n
Differential \u7ea7\u522b (o\u2081)：\u653b\u51fb\u8005\u77e5\u9053\u5806\u6808 (M, \u03a0, 𝒯)，\u5305\u62ec \u03a0 \u4e2d\u7684\u7cfb\u7edf\u6307\u4ee4，\u5e76\u4e14\u53ef\u4ee5\u5728\u53d1\u9001\u7ed9 𝒱S \u7684\u4efb\u4f55\u8f93\u5165\u4e0a\u8fd0\u884c 𝒱\u2205\u3002\u56e0\u6b64，\u653b\u51fb\u8005\u62e5\u6709\u6784\u5efa\u5339\u914d\u7684\u65e0\u6280\u80fd\u53cc\u80de\u80ce\u6240\u9700\u7684\u6240\u6709\u4fe1\u606f\u3002\u6bcf\u4e2a\u67e5\u8be2\u4efb\u52a1\u8fd4\u56de\u4e00\u4e2a\u5339\u914d\u5bf9，\u5e76\u4e14\u56e0\u4e3a\u6240\u6709\u5176\u4ed6\u7ec4\u4ef6\u4fdd\u6301\u4e0d\u53d8，\u4e24\u6b21\u8fd0\u884c\u4e4b\u95f4\u7684\u5dee\u5f02\u53ef\u5f52\u56e0\u4e8e\u6302\u8f7d S\u3002\u8fd9\u79cd\u6bd4\u8f83\u4ecd\u7136\u4e0d\u4f1a\u63ed\u793a\u9690\u85cf\u6e90\u4ee3\u7801\u6216\u533a\u5206\u8bf1\u5bfc\u76f8\u540c\u884c\u4e3a\u7684\u6280\u80fd\u5b9e\u73b0\u3002<\/p>\n<\/li>\n
- \n
Trace \u7ea7\u522b (o\u2082)：\u653b\u51fb\u8005\u65e2\u4e0d\u77e5\u9053 M \u4e5f\u4e0d\u77e5\u9053 \u03a0，\u4f46\u8bfb\u53d6 trS(x)，\u5176\u4e2d\u5305\u542b\u667a\u80fd\u4f53\u8fdb\u884c\u7684\u5de5\u5177\u8c03\u7528\u53ca\u5176\u8fd4\u56de\u7ed3\u679c\u3002\u73b0\u5b9e\u4e16\u754c\u7684\u4ea7\u54c1\u53d1\u5e03\u6b64\u8bb0\u5f55，\u4ee5\u4fbf\u5ba2\u6237\u5ba1\u8ba1\u5176\u672a\u81ea\u884c\u8ba1\u7b97\u7684\u7ed3\u679c\u3002\u7531\u4e8e\u6ca1\u6709\u65e0\u6280\u80fd\u8fd0\u884c\u53ef\u7528，\u89c2\u5bdf\u5230\u7684\u884c\u4e3a\u53ef\u80fd\u6e90\u4e8e\u57fa\u7840\u6a21\u578b M \u6216\u7f16\u6392\u7b56\u7565 \u03a0，\u800c\u975e S\u3002<\/p>\n<\/li>\n
- \n
Output \u7ea7\u522b (o\u2083)：\u653b\u51fb\u8005\u63a5\u6536\u4e0d\u5230\u6267\u884c\u5143\u6570\u636e，\u53ea\u89c2\u5bdf\u6700\u7ec8\u6d88\u606f\u548c\u4efb\u4f55\u8fd4\u56de\u7684\u6587\u4ef6\u3002\u56e0\u6b64，\u53ef\u7528\u8bc1\u636e\u4ec5\u9650\u4e8e\u6700\u7ec8\u7ed3\u679c\u4e2d\u53ef\u89c1\u7684\u884c\u4e3a\u3002\u8fd9\u662f Daydreaming \u7684\u4e3b\u8981\u8bbe\u7f6e，\u9700\u8981\u7cbe\u5fc3\u8bbe\u8ba1\u4efb\u52a1，\u5176\u8f93\u51fa\u80fd\u533a\u5206\u5173\u4e8e\u9690\u85cf\u6280\u80fd\u7684\u7ade\u4e89\u6027\u5047\u8bbe\u3002<\/p>\n<\/li>\n<\/ul>\n
\u8fd0\u884c\u793a\u4f8b\u3002\u00a0\u56fe2\u663e\u793a\u4e86\u6240\u6709\u4e09\u4e2a\u7ea7\u522b\u7684\u6267\u884c\u3002\u5728 Differential \u7ea7\u522b，\u5ba2\u6237\u5728\u540c\u4e00\u6a21\u578b\u4e0a\u8fd0\u884c\u76f8\u540c\u7684\u6d4b\u8bd5\u5de5\u5177，\u7ef4\u62a4\u4e00\u4e2a\u65e0\u6280\u80fd\u53cc\u80de\u80ce，\u5e76\u5411\u4e24\u8005\u53d1\u9001\u76f8\u540c\u7684\u8b66\u62a5\u3002\u4f9b\u5e94\u5546\u6267\u884c\u5347\u7ea7\u5e76\u547d\u540d\u53d1\u73b0，\u800c\u53cc\u80de\u80ce\u53ea\u8fd4\u56de\u6458\u8981\u4e14\u4e0d\u5347\u7ea7\u4efb\u4f55\u5185\u5bb9；\u8fd9\u79cd\u5dee\u8ddd\u9694\u79bb\u4e86\u7531\u6280\u80fd\u5f15\u5165\u7684\u884c\u4e3a\u3002\u5728 Trace \u7ea7\u522b，\u4f9b\u5e94\u5546\u989d\u5916\u66b4\u9732\u5176\u88c1\u51b3\u80cc\u540e\u7684\u8bc1\u636e，\u56e0\u6b64\u8ba1\u65f6\u7a97\u53e3\u548c\u6d4b\u5f97\u7684\u71b5 6.4 \u4e0e\u53d1\u73b0\u4e00\u8d77\u51fa\u73b0，\u5e76\u4e3a\u7f16\u7801\u5728\u6280\u80fd\u4e2d\u7684\u53ef\u80fd\u9608\u503c\u6216\u89c4\u5219\u63d0\u4f9b\u7ebf\u7d22\u3002\u5728 Output \u7ea7\u522b，\u4ec5\u8fd4\u56de\u6700\u7ec8\u88c1\u51b3，\u56e0\u6b64\u53ef\u7528\u8bc1\u636e\u4ec5\u9650\u4e8e\u54ea\u4e9b\u8b66\u62a5\u88ab\u5347\u7ea7\u4ee5\u53ca\u51b3\u7b56\u5982\u4f55\u63cf\u8ff0\u3002<\/p>\n
\u90e8\u7f72\u8bbe\u7f6e\u3002\u00a0\u88681\u7ed9\u51fa\u4e86\u6bcf\u4e2a\u7ea7\u522b\u7684\u4e00\u4e2a\u90e8\u7f72\u793a\u4f8b\u3002\u8fd9\u4e9b\u7ea7\u522b\u5728\u63d0\u4f9b\u8005\u4ece\u4e00\u6b21\u6267\u884c\u4e2d\u53d1\u5e03\u4ec0\u4e48\u65b9\u9762\u6709\u6240\u4e0d\u540c；\u6280\u80fd\u672c\u8eab\u4fdd\u6301\u5728\u63d0\u4f9b\u8005\u7684\u8fb9\u754c\u5185\u3002<\/p>\n
\u88682：\u4e0e\u6700\u63a5\u8fd1\u7684\u6280\u80fd\u7a83\u53d6\u653b\u51fb\u7684\u6bd4\u8f83\u3002<\/p>\n
\n
\u65b9\u6cd5\u53d7\u5bb3\u8005\u4ea4\u4e92\u91cd\u5efa\u5185\u5bb9<\/tr>\n \n\n BBS [28]<\/td>\n \u8981\u6c42\u53d7\u5bb3\u8005\u900f\u9732 SKILL.md \u5e76\u8bfb\u53d6\u6cc4\u9732\u7684\u6587\u672c\u3002<\/td>\n \u6cc4\u9732\u7684\u6307\u4ee4\u6587\u4ef6\u6587\u672c<\/td>\n<\/tr>\n \n SigLeak [10]<\/td>\n \u6b63\u5e38\u8fd0\u884c\u4efb\u52a1\u5e76\u5728\u6291\u5236\u6280\u80fd\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c，\u7136\u540e\u6bd4\u8f83\u8f68\u8ff9\u3002<\/td>\n \u4ece\u8f68\u8ff9\u63a8\u65ad\u7684\u6307\u4ee4<\/td>\n<\/tr>\n \n Daydreaming<\/td>\n \u53d1\u9001\u4e3a\u533a\u5206\u5019\u9009\u884c\u4e3a\u800c\u9009\u62e9\u7684\u5ba2\u6237\u4efb\u52a1\u5e76\u8bfb\u53d6\u5176\u7ed3\u679c\u3002<\/td>\n \u5e26\u652f\u6301\u6587\u4ef6\u7684\u53ef\u5b89\u88c5\u6280\u80fd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u4e0e\u73b0\u6709\u653b\u51fb\u7684\u6bd4\u8f83\u3002\u00a0BBS \u4f9d\u8d56\u76f4\u63a5\u62ab\u9732 [28]，\u800c SigLeak \u9700\u8981\u53ef\u89c1\u8f68\u8ff9\u548c\u5339\u914d\u7684\u6280\u80fd\u6291\u5236\u6267\u884c [10]\u3002\u76f8\u6bd4\u4e4b\u4e0b，Daydreaming \u4ec5\u4f7f\u7528\u666e\u901a\u5ba2\u6237\u4efb\u52a1\u7ed3\u679c，\u751a\u81f3\u5728 Output \u7ea7\u522b\u4e5f\u80fd\u8fd0\u884c，\u5e76\u8fde\u540c\u5176\u652f\u6301\u6587\u4ef6\u4e00\u8d77\u91cd\u5efa\u6280\u80fd\u3002\u88682\u603b\u7ed3\u4e86\u8fd9\u4e9b\u5dee\u5f02\u3002<\/p>\n
4.2 \u4e3a\u4ec0\u4e48\u6062\u590d\u662f\u884c\u4e3a\u6027\u7684
\n\u4e09\u4e2a\u8bbf\u95ee\u7ea7\u522b\u66b4\u9732\u4e0d\u540c\u6570\u91cf\u7684\u8bc1\u636e，\u4f46\u6ca1\u6709\u4efb\u4f55\u7ea7\u522b\u80fd\u4fdd\u8bc1\u9010\u4f4d\u6062\u590d\u786e\u5207\u9690\u85cf\u6e90\u4ee3\u7801\u3002<\/p>\n\u547d\u98984.1（\u786e\u5207\u6e90\u4ee3\u7801\u4e0d\u53ef\u8bc6\u522b）\u00a0\u56fa\u5b9a\u4e00\u4e2a\u8bbf\u95ee\u7ea7\u522b\u548c\u4e24\u4e2a\u5177\u6709\u76f8\u540c\u516c\u5171\u5361\u4f46\u4e0d\u540c\u6280\u80fd\u3002\u5982\u679c\u6bcf\u4e2a\u81ea\u9002\u5e94\u4efb\u52a1\u7b56\u7565\u5728\u4e24\u4e2a\u6280\u80fd\u4e0b\u4ea7\u751f\u76f8\u540c\u7684\u8f68\u8ff9\u5206\u5e03，\u5219\u6ca1\u6709\u968f\u673a\u5316\u653b\u51fb\u8005\u53ef\u4ee5\u533a\u5206\u5b83\u4eec\u3002\u5728\u4e24\u8005\u4e0a\u7684\u76f8\u7b49\u5148\u9a8c\u4e0b，\u6bcf\u4e2a\u7cbe\u786e\u6e90\u4f30\u8ba1\u5668\u7684\u6210\u529f\u6982\u7387\u81f3\u591a\u4e3a 1\/2\u3002<\/p>\n
\u53ea\u8981\u6280\u80fd\u683c\u5f0f\u5141\u8bb8\u8fd0\u884c\u65f6\u65e2\u4e0d\u67e5\u9605\u4e5f\u4e0d\u5141\u8bb8\u5f71\u54cd\u6267\u884c\u3001\u6301\u4e45\u72b6\u6001\u6216\u4efb\u4f55\u62ab\u9732\u7ed3\u679c\u7684\u5185\u5bb9，\u8fd9\u6837\u7684\u4e0d\u53ef\u533a\u5206\u6280\u80fd\u5728\u6240\u6709\u4e09\u4e2a\u7ea7\u522b\u90fd\u5b58\u5728\u3002\u4fee\u6539\u6b64\u7c7b\u60f0\u6027\u5185\u5bb9\u4f1a\u6539\u53d8\u6280\u80fd\u6e90\u4ee3\u7801，\u4f46\u4e0d\u4f1a\u6539\u53d8\u5176\u4efb\u52a1\u7ed3\u679c\u6216\u53ef\u89c1\u8f68\u8ff9；Differential \u7ea7\u522b\u53ef\u7528\u7684\u5339\u914d\u65e0\u6280\u80fd\u6267\u884c\u540c\u6837\u4e0d\u53d8\u3002\u66f4\u5f3a\u7684\u8bbf\u95ee\u53ef\u4ee5\u6d88\u9664\u66f4\u591a\u5019\u9009\u6280\u80fd，\u4f46\u65e0\u6cd5\u6d88\u9664\u8fd9\u79cd\u6a21\u7cca\u6027\u3002\u9644\u5f55B\u7ed9\u51fa\u4e86\u5f62\u5f0f\u5316\u4ea4\u4e92\u6a21\u578b\u548c\u5e26\u6709\u5176\u4ed6\u7406\u8bba\u7ed3\u679c\u7684\u8bc1\u660e\u3002<\/p>\n
\u56e0\u6b64，\u786e\u5207\u6e90\u4ee3\u7801\u6062\u590d\u4e0d\u662f\u5408\u9002\u7684\u76ee\u6807\u3002\u76f8\u53cd，\u6211\u4eec\u6d4b\u91cf\u91cd\u5efa\u6280\u80fd\u662f\u5426\u80fd\u5728\u65b0\u7684\u5ba2\u6237\u4efb\u52a1\u4e0a\u91cd\u73b0\u53d7\u5bb3\u8005\u7684\u529f\u80fd\u3002\u8bbe 𝒟\u2091\u1d65\u2090\u2097 \u4e3a\u4e00\u4e2a\u4fdd\u7559\u4efb\u52a1\u96c6\u3002\u4fdd\u7559\u610f\u5473\u7740\u5176\u4efb\u52a1\u548c\u9a8c\u8bc1\u5668\u7ed3\u679c\u5728 S\u0302 \u6784\u5efa\u4e4b\u524d\u4e0d\u53ef\u7528：\u5b83\u4eec\u6c38\u8fdc\u4e0d\u4f1a\u88ab\u7528\u4f5c\u53d7\u5bb3\u8005\u67e5\u8be2\u3001\u5f71\u5b50\u667a\u80fd\u4f53\u4efb\u52a1\u3001\u672c\u5730\u6d4b\u8bd5\u3001\u5019\u9009\u9009\u62e9\u4fe1\u53f7\u3001\u505c\u6b62\u6761\u4ef6\u6216\u8d85\u53c2\u6570\u8c03\u4f18\u6570\u636e\u3002\u6bcf\u4e2a\u4efb\u52a1 x \u6709\u4e00\u4e2a\u6210\u529f\u9a8c\u8bc1\u5668 v\u2093: 𝒴 \u2192 [0,1] \u5bf9\u8fd4\u56de\u7ed3\u679c\u8fdb\u884c\u8bc4\u5206\u3002\u6280\u80fd P \u7684\u884c\u4e3a\u68c0\u67e5\u5b9a\u4e49\u4e3a<\/p>\n
![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124918-6ac0f9ce48da8.jpg\")
<\/p>\n\u5176\u4e2d y_P(x) \u662f\u6302\u8f7d P \u65f6\u4ea7\u751f\u7684\u7ed3\u679c\u3002\u653b\u51fb\u8005\u5728 B \u6b21\u53d7\u5bb3\u8005\u8c03\u7528\u5185\u6700\u5927\u5316 U(S\u0302)\u3002\u8bc4\u4f30\u5c06\u6b64\u76ee\u6807\u5b9e\u4f8b\u5316\u4e3a\u6210\u529f\u7387\u548c\u884c\u4e3a\u68c0\u67e5（\u7b2c6\u8282）\u3002\u4e3a\u5b8c\u6574\u8d77\u89c1，\u6211\u4eec\u5355\u72ec\u62a5\u544a\u7ed3\u6784\u6062\u590d\u3002<\/p>\n
5 \u63d0\u51fa\u65b9\u6cd5：Daydreaming
\n5.1 \u6982\u8ff0
\nDaydreaming \u5728\u4ee5\u4e0b\u8bbe\u7f6e\u4e0b\u5de5\u4f5c：\u653b\u51fb\u8005\u4ec5\u83b7\u5f97\u516c\u5171\u6280\u80fd\u5361 d=(\u03bd,\u03c3)\u3001\u8bbf\u95ee SkaaS \u5de5\u4f5c\u8def\u5f84\u4ee5\u63d0\u4ea4\u666e\u901a\u4efb\u52a1，\u4ee5\u53ca B \u6b21\u53d7\u5bb3\u8005\u8c03\u7528\u7684\u9884\u7b97\u3002\u653b\u51fb\u8005\u7684\u76ee\u6807\u662f\u91cd\u5efa\u6302\u8f7d\u5728\u53d7\u5bb3\u8005 𝒱S=(M,\u03a0,𝒯,S) \u4e0a\u7684\u9690\u85cf\u6280\u80fd S=(m,\u211b)，\u751f\u6210\u4e00\u4e2a\u53ef\u90e8\u7f72\u7684\u91cd\u5efa S\u0302=(m\u0302,\u211b\u0302)，\u5c3d\u53ef\u80fd\u591a\u5730\u91cd\u73b0\u53d7\u5bb3\u8005\u7684\u529f\u80fd\u3002<\/p>\n\u5173\u952e\u65b9\u6cd5：\u5206\u5c42\u5047\u8bbe\u7ec6\u5316\u5faa\u73af\u3002\u00a0Daydreaming \u4e0d\u662f\u4e00\u6b21\u6027\u91cd\u5efa\u6574\u4e2a\u6280\u80fd，\u800c\u662f\u4ece\u884c\u4e3a\u5c5e\u6027\u3001\u5019\u9009\u6280\u80fd\u8ba1\u5212，\u6700\u540e\u5230\u5177\u4f53\u6587\u4ef6\u7248\u672c\u9010\u6b65\u7ec6\u5316\u5047\u8bbe\u3002\u5728\u6bcf\u4e00\u6b65，\u4e00\u4e2a\u7531\u653b\u51fb\u8005\u63a7\u5236\u7684\u3001\u65e0\u6cd5\u8bbf\u95ee S \u7684\u8bed\u8a00\u6a21\u578b（\u6211\u4eec\u79f0\u4e4b\u4e3a\u653b\u51fb\u8005\u6a21\u578b）\u63d0\u51fa\u7ade\u4e89\u6027\u5047\u8bbe，\u5e76\u8bbe\u8ba1\u4e00\u4e2a\u4efb\u52a1，\u5728\u8fd9\u4e9b\u5047\u8bbe\u4e0a\u9884\u6d4b\u4e0d\u540c\u7684\u53ef\u89c2\u5bdf\u7ed3\u679c\u3002\u7136\u540e Daydreaming \u901a\u8fc7\u53d7\u5bb3\u8005\u7684\u5de5\u4f5c\u8def\u5f84\u6267\u884c\u8be5\u4efb\u52a1，\u5e76\u4f7f\u7528\u89c2\u5bdf\u5230\u7684\u7ed3\u679c\u6765\u9009\u62e9\u6216\u4fee\u8ba2\u66f4\u53d7\u652f\u6301\u7684\u5047\u8bbe\u3002<\/p>\n
\u5728\u6bd4\u8f83\u7ade\u4e89\u6027\u5047\u8bbe\u65f6，Daydreaming \u8fd0\u884c\u672c\u5730\u5f71\u5b50\u667a\u80fd\u4f53\u6765\u9884\u6d4b\u6bcf\u4e2a\u5907\u9009\u65b9\u6848\u5728\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4efb\u52a1\u4e0a\u7684\u884c\u4e3a\u3002\u4e00\u4e2a\u901a\u7528\u5f71\u5b50\u5728\u6ca1\u6709\u6280\u80fd\u7684\u60c5\u51b5\u4e0b\u6267\u884c\u4efb\u52a1，\u63d0\u4f9b\u65e0\u6280\u80fd\u57fa\u7ebf，\u800c\u4e00\u4e2a\u5019\u9009\u5f71\u5b50\u4f7f\u7528\u5019\u9009\u6280\u80fd\u8ba1\u5212\u6267\u884c\u76f8\u540c\u4efb\u52a1，\u63d0\u4f9b\u8be5\u5047\u8bbe\u9884\u6d4b\u7684\u884c\u4e3a\u3002\u7136\u540e Daydreaming \u5c06\u8fd9\u4e9b\u672c\u5730\u9884\u6d4b\u4e0e\u53d7\u5bb3\u8005\u7684\u89c2\u5bdf\u7ed3\u679c\u8fdb\u884c\u6bd4\u8f83，\u4ee5\u786e\u5b9a\u54ea\u4e2a\u5047\u8bbe\u66f4\u53d7\u652f\u6301\u3002<\/p>\n
\u67b6\u6784：\u4e09\u4e2a\u5c42\u6b21\u9636\u6bb5\u548c\u4e00\u4e2a\u5171\u4eab\u5faa\u73af\u3002\u00a0Daydreaming \u5c06\u6280\u80fd\u91cd\u5efa\u7ec4\u7ec7\u4e3a\u4e09\u4e2a\u5c42\u6b21\u9636\u6bb5，\u800c\u6bcf\u4e2a\u9636\u6bb5\u9075\u5faa\u76f8\u540c\u7684\u5047\u8bbe\u7ec6\u5316\u5faa\u73af\u3002\u5728\u5404\u4e2a\u9636\u6bb5\u4e2d，\u88ab\u8bc6\u522b\u5bf9\u8c61\u53d8\u5f97\u66f4\u52a0\u5177\u4f53，\u4ece\u884c\u4e3a\u5c5e\u6027\u5230\u5019\u9009\u6280\u80fd\u8ba1\u5212，\u6700\u540e\u5230\u5b8c\u6574\u7684\u6587\u4ef6\u7248\u672c，\u4f7f\u653b\u51fb\u8005\u7684\u91cd\u5efa\u66f4\u63a5\u8fd1\u9690\u85cf\u6280\u80fd\u3002<\/p>\n
- \n
- \n
\u9636\u6bb51\u2014\u2014\u5c5e\u6027\u3002\u00a0\u5c5e\u6027 c \u662f S \u7684\u4e00\u4e2a\u53ef\u6d4b\u8bd5\u884c\u4e3a，\u5982\u5347\u7ea7\u622a\u6b62\u503c\u6216\u7ed3\u679c\u6392\u5e8f\u3002\u9636\u6bb51\u8fd4\u56de\u5df2\u6d4b\u8bd5\u7684\u5c5e\u6027\u8bb0\u5f55 P\u3001\u5176\u4efb\u52a1\u548c\u7ed3\u679c\u5728 𝒪 \u4e2d，\u4ee5\u53ca\u5728\u53d7\u5bb3\u8005\u7ed3\u679c\u4e2d\u89c2\u5bdf\u5230\u7684\u6587\u4ef6\u540d\u5728 A \u4e2d，\u4f5c\u4e3a\u9636\u6bb52\u751f\u6210\u5019\u9009\u6280\u80fd\u7684\u8f93\u5165\u3002<\/p>\n<\/li>\n
- \n
\u9636\u6bb52\u2014\u2014\u5019\u9009\u6280\u80fd\u8ba1\u5212\u3002\u00a0\u5019\u9009\u6280\u80fd\u8ba1\u5212 H\u1d62 \u63cf\u8ff0\u8349\u7a3f\u6307\u4ee4\u4ee5\u53ca\u652f\u6301\u6587\u4ef6\u7684\u8def\u5f84\u3001\u7528\u9014\u548c\u8349\u56fe\u3002\u9636\u6bb52\u6bd4\u8f83\u5171\u4eab\u5df2\u6d4b\u8bd5\u5c5e\u6027\u4f46\u5728\u8bc1\u636e\u4e0d\u5b8c\u6574\u5904\u505a\u51fa\u4e0d\u540c\u9009\u62e9\u7684\u8ba1\u5212\u3002\u5b83\u8fd4\u56de\u4e00\u4e2a\u4fee\u8ba2\u540e\u7684\u8ba1\u5212 H\u22c6，\u4f5c\u4e3a\u9636\u6bb53\u6587\u4ef6\u7248\u672c\u5316\u7684\u8f93\u5165\u3002<\/p>\n<\/li>\n
- \n
\u9636\u6bb53\u2014\u2014\u6587\u4ef6\u7248\u672c\u3002\u00a0\u9636\u6bb53\u5c06 H\u22c6 \u4e2d\u7684\u6bcf\u4e2a\u6587\u4ef6\u8349\u56fe\u8f6c\u6362\u4e3a\u5b8c\u6574\u7684\u6587\u4ef6\u7248\u672c，\u6bd4\u8f83\u5b83\u4eec，\u5e76\u4fee\u8ba2\u9009\u4e2d\u7684\u7248\u672c\u3002\u5b8c\u6210\u7684\u6587\u4ef6\u5f62\u6210\u6700\u7ec8\u91cd\u5efa\u7684\u6280\u80fd S\u0302\u3002<\/p>\n<\/li>\n
- \n
\u4e00\u4e2a\u5171\u4eab\u5faa\u73af\u3002\u00a0\u5728\u6bcf\u4e2a\u9636\u6bb5\u5185，Daydreaming \u91cd\u590d\u76f8\u540c\u7684\u5047\u8bbe\u7ec6\u5316\u5faa\u73af：<\/p>\n
- \n
\u66f4\u65b0\u4e0e\u63d0\u8bae\u3002\u00a0\u4f7f\u7528\u5148\u524d\u7684\u4efb\u52a1\u7ed3\u679c\u66f4\u65b0\u5f53\u524d\u8bc6\u522b\u5e76\u63d0\u8bae\u4e0b\u4e00\u7ec4\u5907\u9009\u65b9\u6848\u3002<\/p>\n<\/li>\n
- \n
\u8bbe\u8ba1\u4e0e\u6267\u884c\u3002\u00a0\u8bbe\u8ba1\u4e00\u4e2a\u4efb\u52a1，\u5728\u8be5\u4efb\u52a1\u4e0a\u5907\u9009\u65b9\u6848\u4f1a\u4ea7\u751f\u4e0d\u540c\u7ed3\u679c，\u7136\u540e\u8fd0\u884c\u53d7\u5bb3\u8005\u4ee5\u53ca\u8be5\u9636\u6bb5\u6240\u9700\u7684\u672c\u5730\u6bd4\u8f83\u3002<\/p>\n<\/li>\n
- \n
\u89c2\u5bdf\u4e0e\u9009\u62e9\u3002\u00a0\u6bd4\u8f83\u7ed3\u679c，\u5e76\u9009\u62e9\u66f4\u53d7\u652f\u6301\u7684\u5907\u9009\u65b9\u6848，\u6216\u8bb0\u5f55\u5b9e\u9a8c\u4e3a\u672a\u786e\u5b9a\u3002
\n\u9009\u4e2d\u7684\u7ed3\u679c\u5728\u5faa\u73af\u91cd\u590d\u524d\u66f4\u65b0\u5f53\u524d\u5047\u8bbe，\u56e0\u6b64\u540e\u7eed\u4efb\u52a1\u662f\u4ece\u5148\u524d\u7684\u89c2\u5bdf\u4e2d\u81ea\u9002\u5e94\u9009\u62e9\u7684，\u800c\u975e\u6765\u81ea\u56fa\u5b9a\u4efb\u52a1\u5217\u8868\u3002<\/p>\n<\/li>\n<\/li>\n<\/ul>\n\u5173\u952e\u7b56\u7565：\u533a\u5206\u6027\u4efb\u52a1\u3002\u00a0\u5728\u6240\u6709\u4e09\u4e2a\u9636\u6bb5\u4e2d，Daydreaming \u9075\u5faa\u4e00\u79cd\u7b56\u7565\u6765\u82b1\u8d39\u53d7\u5bb3\u8005\u67e5\u8be2：\u4ec5\u5f53\u63d0\u8bae\u7684\u5907\u9009\u65b9\u6848\u53ef\u4ee5\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4efb\u52a1（\u6211\u4eec\u79f0\u4e4b\u4e3a\u533a\u5206\u6027\u4efb\u52a1）\u5206\u5f00\u65f6，\u5b83\u624d\u8c03\u7528\u53d7\u5bb3\u8005\u3002\u9636\u6bb51\u4f7f\u7528\u533a\u5206\u6027\u4efb\u52a1\u6765\u533a\u5206\u5c5e\u6027\u7684\u53ef\u80fd\u503c，\u9636\u6bb52\u4f7f\u7528\u5b83\u4eec\u6765\u533a\u5206\u5019\u9009\u6280\u80fd\u8ba1\u5212，\u9636\u6bb53\u4f7f\u7528\u5b83\u4eec\u6765\u533a\u5206\u4e00\u4e2a\u6587\u4ef6\u7684\u5b8c\u6574\u7248\u672c\u3002\u5982\u679c\u6ca1\u6709\u533a\u5206\u6027\u4efb\u52a1\u80fd\u5206\u5f00\u5907\u9009\u65b9\u6848，Daydreaming \u4e0d\u8fdb\u884c\u53d7\u5bb3\u8005\u8c03\u7528；\u5982\u679c\u89c2\u5bdf\u7ed3\u679c\u4e0d\u652f\u6301\u4efb\u4f55\u5907\u9009\u65b9\u6848，\u5219\u8be5\u9009\u62e9\u8bb0\u5f55\u4e3a\u672a\u786e\u5b9a\u3002<\/p>\n
\u7b97\u6cd51 Daydreaming：\u901a\u8fc7\u666e\u901a\u4efb\u52a1\u6267\u884c\u91cd\u5efa\u6280\u80fd\u3002
\n1: \u516c\u5171\u5361 d，\u53d7\u5bb3\u8005\u8c03\u7528\u9884\u7b97 B，\u89c2\u5bdf\u7ea7\u522b \u2113
\n2: \u91cd\u5efa\u6280\u80fd S\u0302
\n3: (B\u2081, B\u2082, B\u2083) \u2190 SplitBudget(B)
\n4: (P, 𝒪, A) \u2190 InferProperties(d, \u2113, B\u2081)
\n5: (H\u22c6, 𝒪) \u2190 SelectCandidate(d, P, A, 𝒪, \u2113, B\u2082)
\n6: S\u0302 \u2190 RefineFiles(d, H\u22c6, P, 𝒪, \u2113, B\u2083)
\n7: \u8fd4\u56de Assemble(S\u0302, 𝒪, P) \u25b7 \u79bb\u7ebf；\u96f6\u6b21\u53d7\u5bb3\u8005\u8c03\u7528<\/p>\n![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124918-6ac0f9ce55f12.png\")
<\/p>\n\u56fe3：Daydreaming \u7684\u67b6\u6784
\n[\u56fe\u63cf\u8ff0：\u4e00\u4e2a\u6d41\u7a0b\u56fe，\u663e\u793a\u4e09\u4e2a\u4e3b\u8981\u9636\u6bb5（\u5c5e\u6027\u63a8\u65ad\u3001\u5019\u9009\u9009\u62e9\u3001\u6587\u4ef6\u7ec6\u5316）\u4ee5\u53ca\u4e00\u4e2a\u5171\u4eab\u7684\u5047\u8bbe\u7ec6\u5316\u5faa\u73af（\u66f4\u65b0\u4e0e\u63d0\u8bae\u3001\u8bbe\u8ba1\u4e0e\u6267\u884c\u3001\u89c2\u5bdf\u4e0e\u9009\u62e9）\u3002]<\/p>\n\u6bcf\u4e2a\u5b9e\u9a8c\u8bb0\u5f55\u5176\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4efb\u52a1\u3001\u89c2\u5bdf\u7ed3\u679c\u3001\u51b3\u7b56\u548c\u652f\u6301\u8bc1\u636e\u5230 𝒪 \u4e2d\u3002\u56fe3\u603b\u7ed3\u4e86\u4e09\u9636\u6bb5\u67b6\u6784\u548c\u5171\u4eab\u7ec6\u5316\u5faa\u73af，\u800c\u7b97\u6cd51\u7ed9\u51fa\u4e86\u5b8c\u6574\u6d41\u6c34\u7ebf\u3002\u6240\u6709\u53d7\u5bb3\u8005\u8c03\u7528\u5171\u4eab\u56fa\u5b9a\u9884\u7b97 B，\u5176\u4f59\u53c2\u6570\u5217\u4e8e\u886814\u3002\u9644\u5f55C\u63d0\u4f9b\u4e86\u5b8c\u6574\u4f2a\u4ee3\u7801，\u9644\u5f55D\u7ed9\u51fa\u4e86\u9ed8\u8ba4\u63d0\u793a，\u6211\u4eec\u7684\u5b9e\u73b0\u53ef\u5728\u7ebf\u83b7\u53d6\u3002\u00b9<\/p>\n
5.2 \u9636\u6bb51：\u5c5e\u6027\u63a8\u65ad
\n\u76ee\u6807\u548c\u8f93\u51fa\u3002\u00a0\u9636\u6bb51\u5728\u51b3\u5b9a\u8fd9\u4e9b\u5c5e\u6027\u5982\u4f55\u7ec4\u7ec7\u6210\u5b8c\u6574\u6280\u80fd\u4e4b\u524d，\u5b66\u4e60\u9690\u85cf\u6280\u80fd\u7684\u4e2a\u4f53\u884c\u4e3a\u5c5e\u6027\u3002\u5b83\u4ece\u516c\u5171\u5361 d\u3001\u670d\u52a1\u63a5\u53d7\u7684\u4efb\u52a1\u683c\u5f0f\u3001\u5a01\u80c1\u7ea7\u522b \u2113 \u548c\u9884\u7b97 B\u2081 \u5f00\u59cb\u3002\u5b83\u4ea7\u751f P（\u4e00\u7ec4\u5df2\u6d4b\u8bd5\u7684\u5c5e\u6027\u8bb0\u5f55）\u3001𝒪（\u5176\u80cc\u540e\u7684\u7cbe\u5fc3\u8bbe\u8ba1\u4efb\u52a1\u548c\u53d7\u5bb3\u8005\u7ed3\u679c）\u548c A（\u5728\u8fd9\u4e9b\u7ed3\u679c\u4e2d\u89c2\u5bdf\u5230\u7684\u8f85\u52a9\u6587\u4ef6\u540d）\u3002P \u4e2d\u7684\u6bcf\u6761\u8bb0\u5f55\u5305\u542b\u88ab\u6d4b\u8bd5\u7684\u5c5e\u6027\u3001\u5176\u5907\u9009\u65b9\u6848\u3001\u9009\u5b9a\u7684\u7ed3\u679c\u548c\u652f\u6301\u8bc1\u636e\u3002\u9636\u6bb52\u4f7f\u7528 P \u548c A \u6765\u6784\u5efa\u5019\u9009\u6280\u80fd\u8ba1\u5212，\u800c 𝒪 \u4fdd\u7559\u4f9b\u540e\u7eed\u9636\u6bb5\u548c\u6700\u7ec8\u7ec4\u88c5\u4f7f\u7528\u3002<\/p>\n - \n
\u66f4\u65b0\u4e0e\u63d0\u8bae\u3002\u00a0\u653b\u51fb\u8005\u6a21\u578b\u4ece\u516c\u5171\u5361 d \u5efa\u8bae\u7684 n_seed \u4e2a\u53ef\u80fd\u5c5e\u6027\u5f00\u59cb\u3002\u63d0\u793a\u6db5\u76d6\u53ef\u80fd\u7684\u80fd\u529b\u3001\u7ea6\u675f\u3001\u8fc7\u7a0b\u3001\u672f\u8bed\u3001\u8f93\u5165\/\u8f93\u51fa\u683c\u5f0f\u3001\u51b3\u7b56\u89c4\u5219\u548c\u652f\u6301\u6587\u4ef6（\u89c1\u9644\u5f55D）\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u5c5e\u6027 c，\u5b83\u63d0\u51fa n_alt \u4e2a\u73b0\u5b9e\u5907\u9009\u65b9\u6848 𝒞(c)\u3002\u65b0\u7684\u53d7\u5bb3\u8005\u7ed3\u679c\u53ef\u80fd\u4f1a\u4fee\u8ba2\u73b0\u6709\u5c5e\u6027\u6216\u5efa\u8bae\u540e\u7eed\u5c5e\u6027，\u56e0\u6b64\u540e\u7eed\u5b9e\u9a8c\u53d6\u51b3\u4e8e\u9636\u6bb51\u5df2\u5b66\u4e60\u5230\u7684\u5185\u5bb9\u3002<\/p>\n<\/li>\n
- \n
\u8bbe\u8ba1\u4e0e\u6267\u884c\u3002\u00a0\u9636\u6bb51\u4ee5\u4e09\u79cd\u65b9\u5f0f\u8bbe\u8ba1\u4efb\u52a1，\u90fd\u9075\u5faa\u76f8\u540c\u89c4\u5219：\u63d0\u8bae\u7684\u5907\u9009\u65b9\u6848\u5fc5\u987b\u9884\u6d4b\u660e\u663e\u4e0d\u540c\u7684\u4efb\u52a1\u7ed3\u679c\u3002\u5982\u679c\u6ca1\u6709\u4efb\u52a1\u80fd\u5206\u5f00\u5907\u9009\u65b9\u6848，Daydreaming \u4e0d\u8fdb\u884c\u53d7\u5bb3\u8005\u8c03\u7528\u3002<\/p>\n
- \n
- \n
\u666e\u901a\u884c\u4e3a\u3002\u00a0\u5bf9\u4e8e\u7ed3\u679c\u6392\u5e8f\u3001\u8f93\u51fa\u683c\u5f0f\u6216\u51b3\u7b56\u884c\u4e3a\u7b49\u5c5e\u6027，\u9636\u6bb51\u9009\u62e9\u8f93\u5165\u4f7f\u5907\u9009\u65b9\u6848\u4ea7\u751f\u4e0d\u540c\u53ef\u89c1\u7ed3\u679c\u3002\u81ea\u7136\u9002\u5408\u4e00\u4e2a\u4efb\u52a1\u7684\u5c5e\u6027\u53ef\u4ee5\u4e00\u8d77\u6d4b\u8bd5\u3002\u7136\u540e\u53d7\u5bb3\u8005\u6267\u884c\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4efb\u52a1\u3002<\/p>\n<\/li>\n
- \n
\u6570\u503c\u622a\u6b62\u503c\u3002\u00a0\u5f53\u88ab\u6d4b\u8bd5\u5c5e\u6027\u6697\u793a\u622a\u6b62\u503c\u65f6，\u9636\u6bb51\u521b\u5efa\u4e00\u4e2a\u6db5\u76d6\u5408\u7406\u8303\u56f4\u7684\u6392\u5e8f\u6279\u5904\u7406\u5e38\u89c4\u6848\u4f8b，\u540c\u65f6\u4fdd\u6301\u5176\u4ed6\u8f93\u5165\u56fa\u5b9a\u3002\u4efb\u52a1\u8981\u6c42\u5bf9\u6bcf\u4e2a\u6848\u4f8b\u505a\u51fa\u4e00\u4e2a\u51b3\u7b56\u3002\u5982\u679c\u51b3\u7b56\u4e00\u81f4\u53d8\u5316，\u540e\u7eed\u81ea\u9002\u5e94\u4efb\u52a1\u53ef\u4ee5\u6d4b\u8bd5\u8be5\u53d8\u5316\u5468\u56f4\u7684\u66f4\u7a84\u8303\u56f4\u3002<\/p>\n<\/li>\n
- \n
\u8ba1\u6570\u89c4\u5219\u3002\u00a0\u5f53\u4e00\u4e2a\u64cd\u4f5c\u6709\u591a\u4e2a\u5408\u7406\u7684\u8ba1\u6570\u89c4\u5219\u65f6，\u9636\u6bb51\u4e3a\u5907\u9009\u65b9\u6848\u9884\u6d4b\u4e0d\u540c\u786e\u5207\u603b\u6570\u7684\u5c0f\u8f93\u5165\u3002\u4f8b\u5982，\u5728\u8b66\u62a5\u5206\u7c7b\u4e2d，\u4e00\u4e2a DNS \u6570\u636e\u5305\u53ef\u80fd\u53ea\u8ba1\u4e3a DNS，\u6216\u8ba1\u4e3a DNS \u548c UDP，\u6216\u8ba1\u4e3a DNS\u3001UDP \u548c IP\u3002\u4efb\u52a1\u8981\u6c42\u53d7\u5bb3\u8005\u63d0\u4f9b\u76f8\u5e94\u7684\u603b\u6570\u3002
\n\u6bcf\u6b21\u53d7\u5bb3\u8005\u4efb\u52a1\u540e，\u901a\u7528\u5f71\u5b50\u5728\u6ca1\u6709\u6280\u80fd\u7684\u60c5\u51b5\u4e0b\u6267\u884c\u76f8\u540c\u4efb\u52a1\u3002\u9636\u6bb51\u4f7f\u7528\u6b64\u6bd4\u8f83\u6765\u786e\u5b9a\u89c2\u5bdf\u5230\u7684\u884c\u4e3a\u662f\u7279\u5b9a\u4e8e\u9690\u85cf\u6280\u80fd\u8fd8\u662f\u5df2\u53ef\u7531\u901a\u7528\u667a\u80fd\u4f53\u91cd\u73b0\u3002\u53d7\u5bb3\u8005\u7ed3\u679c\u4ecd\u7136\u662f\u9009\u5b9a\u5c5e\u6027\u503c\u7684\u6765\u6e90\u3002<\/p>\n<\/li>\n<\/ul>\n<\/li>\n - \n
\u89c2\u5bdf\u4e0e\u9009\u62e9\u3002\u00a0Daydreaming \u4f7f\u7528\u5a01\u80c1\u7ea7\u522b \u2113 \u4e0b\u53ef\u7528\u7684\u6700\u5f3a\u8bc1\u636e：\u5728 Differential (o\u2081) \u7ea7\u522b，\u5b83\u8fd8\u53ef\u4ee5\u4e0e\u5339\u914d\u7684\u65e0\u6280\u80fd\u6267\u884c\u8fdb\u884c\u6bd4\u8f83；\u5728 Trace (o\u2082) \u7ea7\u522b，\u5b83\u89c2\u5bdf\u53d7\u5bb3\u8005\u7684\u5ba2\u6237\u7aef\u53ef\u89c1\u5de5\u5177\u6d3b\u52a8；\u5728 Output (o\u2083) \u7ea7\u522b，\u5b83\u4ec5\u4f9d\u8d56\u6700\u7ec8\u6d88\u606f\u548c\u8fd4\u56de\u6587\u4ef6\u3002\u5bf9\u4e8e\u666e\u901a\u884c\u4e3a，\u5f53\u7ed3\u679c\u8ddf\u968f\u5b83\u65f6\u8bb0\u5f55\u4e3a\u5df2\u786e\u8ba4，\u5f53\u7ed3\u679c\u8ddf\u968f\u53e6\u4e00\u4e2a\u5907\u9009\u65b9\u6848\u65f6\u8bb0\u5f55\u4e3a\u5df2\u53cd\u9a73，\u5426\u5219\u4e3a\u672a\u786e\u5b9a\u3002\u5bf9\u4e8e\u622a\u6b62\u503c，\u5b83\u8981\u6c42\u51b3\u7b56\u5728\u4e00\u81f4\u65b9\u5411\u4e0a\u53d8\u5316\u4e00\u6b21；\u5982\u679c\u8fd4\u56de\u7684\u6750\u6599\u66b4\u9732\u4e86\u786e\u5207\u6bd4\u8f83，\u5219\u7528\u8be5\u503c\u66ff\u6362\u4f30\u8ba1\u3002\u5bf9\u4e8e\u8ba1\u6570\u89c4\u5219，\u5b83\u9009\u62e9\u5176\u9884\u6d4b\u603b\u6570\u4e0e\u53d7\u5bb3\u8005\u7ed3\u679c\u5b8c\u5168\u5339\u914d\u7684\u552f\u4e00\u89c4\u5219\u3002\u5f53\u7ed3\u679c\u4e0d\u5b8c\u6574\u6216\u4e0d\u4e00\u81f4\u65f6，\u4e0d\u9009\u62e9\u4efb\u4f55\u622a\u6b62\u503c\u6216\u8ba1\u6570\u89c4\u5219\u3002<\/p>\n<\/li>\n
\u9636\u6bb51\u8fd8\u4ece\u5df2\u6536\u96c6\u7684\u7ed3\u679c\u4e2d\u63d0\u53d6\u989d\u5916\u8bc1\u636e，\u65e0\u9700\u989d\u5916\u53d7\u5bb3\u8005\u6210\u672c\u3002\u5b83\u626b\u63cf\u5b58\u50a8\u7684\u4ee3\u7801\u548c\u4efb\u52a1\u7ed3\u679c，\u67e5\u627e\u672a\u7531\u7cbe\u5fc3\u8bbe\u8ba1\u4efb\u52a1\u63d0\u4f9b\u7684\u6a21\u5757\u540d\u3001\u51fd\u6570\u540d\u3001\u8c03\u7528\u3001\u547d\u4ee4\u548c\u8def\u5f84\u3002\u5728\u53d7\u5bb3\u8005\u7ed3\u679c\u4e2d\u627e\u5230\u7684\u6587\u4ef6\u540d\u53ea\u6709\u5728\u79fb\u9664\u4ece\u7cbe\u5fc3\u8bbe\u8ba1\u4efb\u52a1\u4e2d\u590d\u5236\u7684\u540d\u79f0\u548c\u660e\u663e\u7684\u4efb\u52a1\u8f93\u51fa\u6587\u4ef6\u540e\u624d\u6dfb\u52a0\u5230 A\u3002<\/p>\n
\u5728\u8bb0\u5f55\u8fdb\u5165 P \u4e4b\u524d，\u5176\u63aa\u8f9e\u4ec5\u9650\u4e8e\u53d7\u5bb3\u8005\u7ed3\u679c\u652f\u6301\u7684\u7ec6\u8282\u3002\u4e00\u4e2a\u5931\u8d25\u6216\u672a\u786e\u5b9a\u7684\u6d4b\u8bd5，\u82e5\u53ea\u5305\u542b\u653b\u51fb\u8005\u7684\u731c\u6d4b，\u5219\u88ab\u4e22\u5f03\u3002\u9636\u6bb51\u5c06\u6bcf\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u4efb\u52a1\u3001\u53d7\u5bb3\u8005\u7ed3\u679c\u3001\u51b3\u7b56\u548c\u652f\u6301\u8bc1\u636e\u6dfb\u52a0\u5230 𝒪\u3002<\/p>\n
\u8fd0\u884c\u793a\u4f8b\u3002\u00a0\u66f4\u65b0\u4e0e\u63d0\u8bae：\u9636\u6bb51\u63d0\u51fa\u5b89\u5168\u53d1\u73b0\u8981\u4e48\u6309\u4e25\u91cd\u6027\u6392\u5e8f，\u8981\u4e48\u6309\u68c0\u6d4b\u65f6\u95f4\u6392\u5e8f\u3002\u8bbe\u8ba1\u4e0e\u6267\u884c：\u5b83\u521b\u5efa\u4e00\u4e2a\u62a5\u544a\u4efb\u52a1，\u5176\u4e2d\u4f4e\u4e25\u91cd\u6027\u4e8b\u4ef6\u5148\u53d1\u751f，\u9ad8\u4e25\u91cd\u6027\u4e8b\u4ef6\u540e\u53d1\u751f，\u56e0\u6b64\u4e24\u4e2a\u5907\u9009\u65b9\u6848\u9884\u6d4b\u76f8\u53cd\u7684\u884c\u987a\u5e8f\u3002\u89c2\u5bdf\u4e0e\u9009\u62e9：\u5982\u679c\u53d7\u5bb3\u8005\u5c06\u9ad8\u4e25\u91cd\u6027\u884c\u653e\u5728\u7b2c\u4e00\u4f4d，\u9636\u6bb51\u8bb0\u5f55\u4e25\u91cd\u6027\u6392\u5e8f，\u5e76\u5c06\u8fd4\u56de\u7684\u884c\u987a\u5e8f\u4f5c\u4e3a\u652f\u6301\u8bc1\u636e\u3002\u540e\u7eed\u5faa\u73af\u53ef\u4ee5\u5c06\u76f8\u540c\u8fc7\u7a0b\u5e94\u7528\u4e8e\u5347\u7ea7\u622a\u6b62\u503c：\u63d0\u51fa\u5408\u7406\u8303\u56f4，\u63d0\u4ea4\u8de8\u8d8a\u8be5\u8303\u56f4\u7684\u8b66\u62a5\u6279\u5904\u7406，\u5e76\u6839\u636e\u53d7\u5bb3\u8005\u51b3\u7b56\u53d8\u5316\u7684\u4f4d\u7f6e\u7f29\u5c0f\u622a\u6b62\u503c\u3002<\/p>\n
5.3 \u9636\u6bb52：\u5019\u9009\u9009\u62e9
\n\u76ee\u6807\u548c\u5c40\u9650\u6027\u3002\u00a0\u9636\u6bb51\u8bc6\u522b S \u7684\u884c\u4e3a\u5c5e\u6027，\u4f46\u4e0d\u786e\u5b9a\u8fd9\u4e9b\u5c5e\u6027\u5982\u4f55\u7ec4\u7ec7\u6210\u591a\u6587\u4ef6\u6280\u80fd\u3002\u76f8\u540c\u7684\u89c2\u5bdf\u884c\u4e3a\u53ef\u80fd\u6765\u81ea\u6307\u4ee4\u3001\u811a\u672c\u6216\u53c2\u8003\u6587\u4ef6\u3002\u56e0\u6b64，\u9636\u6bb52\u6bd4\u8f83\u5b8c\u6574\u7684\u5019\u9009\u6280\u80fd\u8ba1\u5212，\u800c\u975e\u5b64\u7acb\u7684\u5c5e\u6027\u3002\u5b83\u8fd4\u56de\u4e00\u4e2a\u4e0e\u89c2\u5bdf\u884c\u4e3a\u4e00\u81f4\u7684\u8ba1\u5212 H\u22c6，\u4f46\u4e0d\u4e00\u5b9a\u4e0e\u4f9b\u5e94\u5546\u7684\u539f\u59cb\u6587\u4ef6\u7ec4\u7ec7\u4e00\u81f4\u3002<\/p>\n - \n
\u66f4\u65b0\u4e0e\u63d0\u8bae\u3002\u00a0\u8bbe H\u1d62 = (m\u1d62, \u211b\u1d62) \u8868\u793a\u5019\u9009\u6280\u80fd\u8ba1\u5212，\u5176\u4e2d m\u1d62 \u662f\u8349\u7a3f SKILL.md，\u211b\u1d62 \u4e2d\u7684\u6bcf\u4e2a\u6761\u76ee\u6307\u5b9a\u652f\u6301\u6587\u4ef6\u7684\u8def\u5f84\u3001\u7528\u9014\u548c\u5185\u5bb9\u8349\u56fe\u3002\u9636\u6bb52\u6784\u5efa\u4e00\u7ec4 \u210b = {H\u2081, \u2026, H_{n_H}} \u4e2a\u5019\u9009\u8ba1\u5212\u3002\u6bcf\u4e2a\u8ba1\u5212\u5fc5\u987b\u4fdd\u7559 P \u4e2d\u5df2\u6d4b\u8bd5\u7684\u5c5e\u6027，\u5e76\u5305\u542b A \u4e2d\u89c2\u5bdf\u5230\u7684\u6587\u4ef6\u540d，\u540c\u65f6\u5728\u8bc1\u636e\u4e0d\u5b8c\u6574\u7684\u5730\u65b9\u505a\u51fa\u4e0d\u540c\u9009\u62e9\u3002<\/p>\n<\/li>\n
\u4e3a\u4e86\u9f13\u52b1\u591a\u6837\u4f46\u5408\u7406\u7684\u7ed3\u6784，\u653b\u51fb\u8005\u6a21\u578b\u63d0\u51fa n_H \u4e2a\u4ee3\u8868\u6027\u5ba2\u6237\u4efb\u52a1，\u6bcf\u4e2a\u4efb\u52a1\u5c06\u4e00\u4e2a\u7528\u6237\u89d2\u8272\u4e0e\u6280\u80fd\u7684\u5177\u4f53\u4f7f\u7528\u914d\u5bf9，\u5e76\u56f4\u7ed5\u6bcf\u4e2a\u4efb\u52a1\u8349\u62df\u4e00\u4e2a\u5019\u9009\u8ba1\u5212（\u89c1\u9644\u5f55D）\u3002\u4e00\u4e2a\u8ba1\u5212\u4e5f\u53ef\u80fd\u63d0\u8bae\u8d85\u51fa A \u7684\u652f\u6301\u6587\u4ef6，\u56e0\u4e3a\u9636\u6bb51\u53ef\u80fd\u672a\u66b4\u9732\u9690\u85cf\u6280\u80fd\u4f7f\u7528\u7684\u6bcf\u4e2a\u6587\u4ef6\u3002<\/p>\n
\u9636\u6bb52\u5728\u8f6e\u6b21\u4e2d\u6210\u5bf9\u6bd4\u8f83\u8ba1\u5212\u3002\u9009\u4e2d\u7684\u8ba1\u5212\u7528\u65b0\u652f\u6301\u7684\u884c\u4e3a\u8fdb\u884c\u4fee\u8ba2\u5e76\u8fdb\u5165\u4e0b\u4e00\u8f6e，\u800c\u672a\u914d\u5bf9\u7684\u8ba1\u5212\u5219\u8f6e\u7a7a\u3002\u56e0\u6b64，\u540e\u7eed\u8f6e\u6b21\u4f7f\u7528 P \u548c A \u4e2d\u7684\u539f\u59cb\u8bc1\u636e\u4ee5\u53ca\u5728\u65e9\u671f\u6bd4\u8f83\u4e2d\u7d2f\u79ef\u7684\u53d7\u5bb3\u8005\u7ed3\u679c\u3002<\/p>\n
- \n
\u8bbe\u8ba1\u4e0e\u6267\u884c\u3002\u00a0\u5bf9\u4e8e\u4e00\u5bf9\u8ba1\u5212 (H\u2090, H_b)，\u653b\u51fb\u8005\u6a21\u578b\u4f7f\u7528\u9636\u6bb52\u6bd4\u8f83\u63d0\u793a\u6765\u6784\u5efa D(H\u2090, H_b)，\u5373\u4f1a\u6539\u53d8\u4efb\u52a1\u7ed3\u679c\u7684\u884c\u4e3a\u5dee\u5f02（\u9644\u5f55D）\u3002\u4ec5\u5728\u6587\u4ef6\u540d\u6216\u6587\u4ef6\u653e\u7f6e\u4e0a\u7684\u5dee\u5f02\u88ab\u6392\u9664，\u56e0\u4e3a\u4efb\u4f55\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4efb\u52a1\u90fd\u65e0\u6cd5\u533a\u5206\u5b83\u4eec\u3002\u5982\u679c D(H\u2090, H_b) \u4e3a\u7a7a，Daydreaming \u4e0d\u8fdb\u884c\u53d7\u5bb3\u8005\u8c03\u7528\u3002\u5426\u5219，\u5b83\u8bbe\u8ba1\u4e00\u4e2a\u4efb\u52a1 x_{a,b} \u6765\u66b4\u9732\u4e00\u4e2a\u6216\u591a\u4e2a\u8fd9\u4e9b\u5dee\u5f02，\u5e76\u4ec5\u5c06\u8be5\u4efb\u52a1\u53d1\u9001\u7ed9\u53d7\u5bb3\u8005\u3002\u653b\u51fb\u8005\u6a21\u578b\u8fd8\u8ba9\u6bcf\u4e2a\u8ba1\u5212\u7684\u5019\u9009\u5f71\u5b50\u6267\u884c x_{a,b}\u3002\u5019\u9009\u5f71\u5b50\u63a5\u6536 H\u2090 \u6216 H_b \u548c\u4efb\u52a1 x_{a,b}，\u5e76\u4ea7\u751f\u8be5\u8ba1\u5212\u9884\u6d4b\u7684\u7ed3\u679c\u3002\u8bbe y_v \u4e3a\u53d7\u5bb3\u8005\u7ed3\u679c，y_a\u3001y_b \u4e3a\u4e24\u4e2a\u5019\u9009\u5f71\u5b50\u7ed3\u679c\u3002\u9636\u6bb52\u6bd4\u8f83\u8fd9\u4e09\u4e2a\u7ed3\u679c，\u540c\u65f6\u5c06\u66f4\u4e30\u5bcc\u7684\u53d7\u5bb3\u8005\u89c2\u5bdf\u4fdd\u7559\u5728 𝒪 \u4e2d\u3002<\/p>\n<\/li>\n
- \n
\u89c2\u5bdf\u4e0e\u9009\u62e9\u3002\u00a0\u5bf9\u4e8e D(H\u2090, H_b) \u4e2d\u7684\u6bcf\u4e2a\u5dee\u5f02，\u9636\u6bb52\u68c0\u67e5 y_v \u662f\u8ddf\u968f y_a\u3001y_b\u3001\u4e24\u8005\u8fd8\u662f\u4e24\u8005\u90fd\u4e0d\u3002\u5339\u914d\u66f4\u591a\u5dee\u5f02\u7684\u8ba1\u5212\u6210\u4e3a\u80dc\u8005\u3002\u7136\u540e\u9636\u6bb52\u7528\u53d7\u5bb3\u8005\u7ed3\u679c\u652f\u6301\u7684\u884c\u4e3a\u4fee\u8ba2\u5b83，\u5305\u62ec\u53e6\u4e00\u4e2a\u8ba1\u5212\u5339\u914d\u66f4\u597d\u7684\u4efb\u4f55\u70b9，\u540c\u65f6\u4fdd\u7559 P \u548c A \u8981\u6c42\u7684\u5df2\u6d4b\u91cf\u5c5e\u6027\u548c\u89c2\u5bdf\u5230\u7684\u6587\u4ef6\u540d\u3002\u5b83\u5c06\u7cbe\u5fc3\u8bbe\u8ba1\u4efb\u52a1\u3001\u4e09\u4e2a\u7ed3\u679c\u3001\u51b3\u7b56\u548c\u4fee\u8ba2\u540e\u7684\u80dc\u8005\u5b58\u50a8\u5728 𝒪 \u4e2d\u3002<\/p>\n<\/li>\n
\u5e73\u5c40\u3001\u7ed3\u679c\u4e0d\u5339\u914d\u4efb\u4f55\u8ba1\u5212\u6216\u6ca1\u6709\u533a\u5206\u6027\u4efb\u52a1\u90fd\u4e0d\u80fd\u8bc6\u522b\u4efb\u4f55\u8ba1\u5212\u3002\u7531\u4e8e\u9636\u6bb52\u5fc5\u987b\u4e3a\u9636\u6bb53\u751f\u6210\u4e00\u4e2a\u8ba1\u5212，\u5b83\u4f7f\u7528\u660e\u786e\u7684\u56de\u9000：\u4f18\u5148\u8003\u8651\u5bf9 A \u8986\u76d6\u66f4\u5e7f，\u7136\u540e\u6587\u4ef6\u66f4\u5c11，\u7136\u540e\u66f4\u65e9\u7684\u8ba1\u5212\u3002\u6b64\u56de\u9000\u4f7f\u4e09\u9636\u6bb5\u5faa\u73af\u7ee7\u7eed\u8fdb\u884c\u3002\u6709 n_H \u4e2a\u521d\u59cb\u8ba1\u5212，\u9636\u6bb52\u6700\u591a\u8fdb\u884c n_H \u2212 1 \u6b21\u6210\u5bf9\u6bd4\u8f83\u3002\u5176\u8f93\u51fa H\u22c6 \u662f\u6700\u7ec8\u4fee\u8ba2\u7684\u80dc\u8005\u3002<\/p>\n
\u8fd0\u884c\u793a\u4f8b\u3002\u00a0\u66f4\u65b0\u4e0e\u63d0\u8bae：\u4e24\u4e2a\u8ba1\u5212\u90fd\u4fdd\u7559\u9636\u6bb51\u6062\u590d\u7684\u8b66\u62a5\u622a\u6b62\u503c，\u4f46 H\u2090 \u5408\u5e76\u91cd\u590d\u7684\u6307\u6807\u547d\u4e2d，\u800c H_b \u62a5\u544a\u6bcf\u6b21\u547d\u4e2d\u3002\u8bbe\u8ba1\u4e0e\u6267\u884c：\u9636\u6bb52\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u76f8\u540c\u6307\u6807\u4e24\u6b21\u7684\u8b66\u62a5；\u53d7\u5bb3\u8005\u6267\u884c\u5b83，\u4e24\u4e2a\u5019\u9009\u5f71\u5b50\u9884\u6d4b\u4e00\u4e2a\u53d1\u73b0\u4e0e\u4e24\u4e2a\u53d1\u73b0\u3002\u89c2\u5bdf\u4e0e\u9009\u62e9：\u5982\u679c\u53d7\u5bb3\u8005\u8fd4\u56de\u4e00\u4e2a\u53d1\u73b0，H\u2090 \u80dc\u51fa\u5e76\u5728\u4e0b\u4e00\u8f6e\u524d\u66f4\u65b0\u3002\u5982\u679c\u4e24\u4e2a\u8ba1\u5212\u4ec5\u5728\u89c4\u5219\u51fa\u73b0\u5728 SKILL.md \u8fd8\u662f\u811a\u672c\u4e2d\u6709\u6240\u4e0d\u540c，\u5219\u6ca1\u6709\u4efb\u52a1\u80fd\u533a\u5206\u5b83\u4eec，\u5e03\u5c40\u9009\u62e9\u5c06\u4f7f\u7528\u6240\u8ff0\u7684\u56de\u9000\u3002<\/p>\n
5.4 \u9636\u6bb53：\u9010\u6587\u4ef6\u7ec6\u5316
\n\u76ee\u6807\u548c\u8f93\u51fa\u3002\u00a0\u9636\u6bb52\u8fd4\u56de\u4e00\u4e2a\u5019\u9009\u6280\u80fd\u8ba1\u5212 H\u22c6 = (m\u22c6, \u211b\u22c6)，\u5176\u4e2d m\u22c6 \u662f\u8349\u7a3f\u6307\u4ee4\u6587\u4ef6，\u211b\u22c6 \u4e2d\u7684\u6bcf\u4e2a\u6761\u76ee\u4ec5\u6307\u5b9a\u652f\u6301\u6587\u4ef6\u7684\u8def\u5f84\u3001\u7528\u9014\u548c\u5185\u5bb9\u8349\u56fe\u3002\u9636\u6bb53\u4fdd\u6301\u6b64\u6587\u4ef6\u7ed3\u6784\u56fa\u5b9a，\u5e76\u5c06\u6bcf\u4e2a\u8349\u56fe\u8f6c\u6362\u4e3a\u5b8c\u6574\u7684\u6587\u4ef6\u5185\u5bb9\u3002\u5b83\u5148\u5904\u7406\u652f\u6301\u6587\u4ef6，\u6700\u540e\u5904\u7406\u6307\u4ee4\u6587\u4ef6，\u4ee5\u4fbf\u6700\u7ec8\u6307\u4ee4\u53ef\u4ee5\u5f15\u7528\u5df2\u5b8c\u6210\u6587\u4ef6\u4e2d\u7684\u5b9e\u9645\u51fd\u6570\u540d\u3001\u63a5\u53e3\u548c\u8def\u5f84\u3002\u8f93\u51fa\u662f\u6700\u7ec8\u91cd\u5efa S\u0302 = (m\u0302, \u211b\u0302)\u3002<\/p>\n - \n
\u66f4\u65b0\u4e0e\u63d0\u8bae\u3002\u00a0\u5bf9\u4e8e\u6bcf\u4e2a\u652f\u6301\u6587\u4ef6 f \u2208 \u211b\u22c6，\u653b\u51fb\u8005\u6a21\u578b\u9996\u5148\u5c06\u5176\u8def\u5f84\u3001\u7528\u9014\u548c\u8349\u56fe\u6269\u5c55\u4e3a\u4e00\u4e2a\u5b8c\u6574\u7248\u672c\u3002\u5b83\u5c06\u8349\u7a3f m\u22c6 \u4f5c\u4e3a\u521d\u59cb\u6307\u4ee4\u6587\u4ef6\u7248\u672c，\u5e76\u6700\u540e\u5904\u7406\u5b83\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u6587\u4ef6，\u5b83\u7136\u540e\u8bc6\u522b\u4e0d\u786e\u5b9a\u7684\u9009\u62e9\u2014\u2014\u4f8b\u5982，\u622a\u6b62\u503c\u4f7f\u7528 > \u8fd8\u662f \u2265\u2014\u2014\u5e76\u63d0\u51fa\u505a\u51fa\u4e0d\u540c\u9009\u62e9\u7684\u5b8c\u6574\u7248\u672c（\u89c1\u9644\u5f55D\u4e2d\u7684\u7cfb\u7edf\u63d0\u793a）\u3002\u8bbe V_f \u8868\u793a\u8fd9\u7ec4\u5b8c\u6574\u7248\u672c\u3002\u6bcf\u6b21\u6bd4\u8f83\u540e，\u9009\u4e2d\u7684\u7248\u672c\u5728\u5176\u6700\u5f31\u7684\u5df2\u68c0\u67e5\u884c\u4e3a\u5904\u8fdb\u884c\u4fee\u8ba2，\u5e76\u6210\u4e3a\u4e0b\u4e00\u8f6e\u7684\u8d77\u70b9\u3002<\/p>\n<\/li>\n
- \n
\u8bbe\u8ba1\u4e0e\u6267\u884c\u3002\u00a0\u5bf9\u4e8e\u4e00\u4e2a\u56fa\u5b9a\u7684\u6587\u4ef6 f，\u653b\u51fb\u8005\u6a21\u578b\u6784\u5efa D_f，\u8868\u793a V_f \u4e2d\u7248\u672c\u4e4b\u95f4\u4f1a\u6539\u53d8\u4efb\u52a1\u7ed3\u679c\u7684\u5dee\u5f02（\u9644\u5f55D）\u3002\u5982\u679c D_f \u4e3a\u7a7a，Daydreaming \u4e0d\u8fdb\u884c\u53d7\u5bb3\u8005\u8c03\u7528\u3002\u5426\u5219，\u5b83\u8bbe\u8ba1\u4e00\u4e2a\u4efb\u52a1 x_f \u6765\u66b4\u9732\u4e00\u4e2a\u6216\u591a\u4e2a\u8fd9\u4e9b\u5dee\u5f02，\u5e76\u5c06\u5176\u63d0\u4ea4\u7ed9\u53d7\u5bb3\u8005\u3002\u7b2c\u4e00\u6b21\u4f20\u8f93\u4e0d\u53ef\u7528\u65f6，\u53ef\u4ee5\u7f29\u77ed\u5e76\u91cd\u8bd5\u4e00\u6b21，\u4e24\u6b21\u4f20\u8f93\u90fd\u8ba1\u5165 B\u2083\u3002\u6211\u4eec\u7528\u540c\u6837\u7684\u4efb\u52a1 x_f \u8868\u793a；\u8bbe t_{f,v} \u8868\u793a\u9075\u5faa\u7248\u672c v \u2208 V_f \u65f6\u4ea7\u751f\u7684\u7ed3\u679c\u3002\u9636\u6bb53\u7a0d\u540e\u5c06\u8fd9\u4e9b\u5f71\u5b50\u7ed3\u679c\u4e0e\u53d7\u5bb3\u8005\u7ed3\u679c t_f \u8fdb\u884c\u6bd4\u8f83\u3002\u4efb\u4f55\u989d\u5916\u7684\u6267\u884c\u7ec6\u8282\u4ecd\u5b58\u50a8\u5728 𝒪 \u4e2d\u3002<\/p>\n<\/li>\n
\u5bf9\u4e8e\u6307\u4ee4\u548c\u53c2\u8003\u6587\u4ef6，\u9636\u6bb53\u8fd8\u9488\u5bf9\u9636\u6bb51\u548c2\u4e2d\u5b58\u50a8\u7684\u4efb\u52a1-\u7ed3\u679c\u5bf9\u6bd4\u8f83\u7248\u672c\u3002\u5f53\u65e9\u671f\u7ed3\u679c\u53cd\u6620\u7531 f \u63a7\u5236\u7684\u884c\u4e3a\u65f6，\u5b83\u63d0\u4f9b\u4e86\u53e6\u4e00\u4e2a\u6bd4\u8f83，\u65e0\u9700\u65b0\u7684\u53d7\u5bb3\u8005\u8c03\u7528\u3002\u56e0\u6b64，\u9636\u6bb53\u6bcf\u4e2a\u6587\u4ef6\u6700\u591a\u83b7\u5f97\u4e00\u4e2a\u65b0\u7684\u53ef\u7528\u53d7\u5bb3\u8005\u7ed3\u679c，\u5e76\u5728\u9002\u7528\u65f6\u91cd\u7528\u65e9\u671f\u7ed3\u679c\u3002<\/p>\n
- \n
\u89c2\u5bdf\u4e0e\u9009\u62e9\u3002\u00a0\u5bf9\u4e8e\u6bcf\u4e2a\u7248\u672c v \u2208 V_f，\u9636\u6bb53\u68c0\u67e5 t_{f,v} \u5728 D_f \u66b4\u9732\u7684\u884c\u4e3a\u4e0a\u662f\u5426\u5339\u914d t_f\u3002\u5bf9\u4e8e\u6307\u4ee4\u548c\u53c2\u8003\u6587\u4ef6，\u5019\u9009\u5f71\u5b50\u8fd8\u6267\u884c\u9636\u6bb51\u548c2\u4e2d\u5b58\u50a8\u7684\u4efb\u52a1，\u5e76\u5c06\u5176\u7ed3\u679c\u4e0e\u5b58\u50a8\u7684\u53d7\u5bb3\u8005\u7ed3\u679c\u8fdb\u884c\u6bd4\u8f83\u3002<\/p>\n<\/li>\n
\u4e0e\u89c2\u5bdf\u884c\u4e3a\u6700\u4e00\u81f4\u7684\u7248\u672c\u6210\u4e3a\u5f53\u524d\u9009\u4e2d\u7248\u672c\u3002\u653b\u51fb\u8005\u6a21\u578b\u4fee\u8ba2\u5176\u6700\u5f31\u7684\u89c2\u5bdf\u4e0d\u5339\u914d，\u5e76\u4f7f\u7528\u76f8\u540c\u7ed3\u679c\u5728\u653b\u51fb\u8005\u7aef\u91cd\u590d\u6bd4\u8f83\u3002\u5982\u679c\u5176\u5e73\u5747\u5206\u6570\u63d0\u9ad8，\u6216\u8005\u6ca1\u6709\u5f53\u524d\u7248\u672c\u5728\u6bcf\u4e2a\u5df2\u68c0\u67e5\u884c\u4e3a\u4e0a\u5f97\u5206\u66f4\u9ad8，\u5219\u4fdd\u7559\u4fee\u8ba2；\u9644\u5f55\u4e2d\u7684\u7b97\u6cd54\u7ed9\u51fa\u4e86\u5b8c\u6574\u89c4\u5219\u3002\u683c\u5f0f\u9519\u8bef\u7684\u6587\u4ef6\u3001\u9700\u8981\u4e0d\u53ef\u7528\u5916\u90e8\u526f\u672c\u7684\u5305\u88c5\u5668\u4ee5\u53ca\u66f4\u6539\u6062\u590d\u5e38\u6570\u7684\u4fee\u8ba2\u88ab\u62d2\u7edd\u3002\u5728\u7ec6\u5316\u5b8c\u6bcf\u4e2a\u652f\u6301\u6587\u4ef6\u540e，\u9636\u6bb53\u6700\u540e\u9488\u5bf9\u5176\u5b8c\u6210\u6587\u4ef6\u7ec6\u5316\u6307\u4ee4\u6587\u4ef6\u3002<\/p>\n
\u5982\u679c\u6ca1\u6709\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4efb\u52a1\u80fd\u533a\u5206 V_f，\u6216\u8005\u6ca1\u6709\u8fd4\u56de\u53ef\u7528\u7684\u53d7\u5bb3\u8005\u7ed3\u679c，\u9636\u6bb53\u5bf9\u6307\u4ee4\u6216\u53c2\u8003\u6587\u4ef6\u56de\u9000\u5230\u9636\u6bb51\u548c2\u4e2d\u5b58\u50a8\u7684\u7ed3\u679c，\u5bf9\u53ef\u6267\u884c\u6587\u4ef6\u56de\u9000\u5230\u672c\u5730\u6d4b\u8bd5\u3002\u5982\u679c\u4e24\u4e2a\u6765\u6e90\u90fd\u4e0d\u80fd\u533a\u5206\u7248\u672c，\u5219\u6807\u8bb0 f \u4e3a\u672a\u89e3\u51b3\u5e76\u4fdd\u7559\u521d\u59cb\u6709\u6548\u7248\u672c\u3002\u6b64\u56de\u9000\u5141\u8bb8\u5faa\u73af\u7ee7\u7eed\u3002<\/p>\n
\u8fd0\u884c\u793a\u4f8b\u3002\u00a0\u66f4\u65b0\u4e0e\u63d0\u8bae：\u5bf9\u4e8e\u68c0\u6d4b\u5668\u811a\u672c，\u9636\u6bb53\u521b\u5efa\u4ec5\u5728\u6062\u590d\u7684\u622a\u6b62\u503c\u4f7f\u7528 > \u8fd8\u662f \u2265 \u4e0a\u4e0d\u540c\u7684\u5b8c\u6574\u7248\u672c\u3002\u8bbe\u8ba1\u4e0e\u6267\u884c：\u5b83\u5411\u53d7\u5bb3\u8005\u53d1\u9001\u4e00\u4e2a\u6070\u597d\u5904\u4e8e\u622a\u6b62\u503c\u7684\u8b66\u62a5，\u5c06\u88c1\u51b3\u5b58\u50a8\u4e3a t_f，\u5e76\u5728\u653b\u51fb\u8005\u7aef\u8fd0\u884c\u4e24\u4e2a\u7248\u672c\u548c\u672c\u5730\u6d4b\u8bd5\u3002\u89c2\u5bdf\u4e0e\u9009\u62e9：\u5b83\u4fdd\u7559\u5339\u914d t_f \u7684\u7248\u672c；\u672c\u5730\u6d4b\u8bd5\u62d2\u7edd\u4e00\u4e2a\u9648\u8ff0\u4e86\u6b63\u786e\u6bd4\u8f83\u4f46\u4ece\u672a\u5e94\u7528\u5b83\u7684\u811a\u672c\u3002\u6bcf\u6b21\u540e\u7eed\u4fee\u8ba2\u90fd\u91cd\u7528\u76f8\u540c\u7ed3\u679c\u3002<\/p>\n
5.5 \u7ec4\u88c5
\n\u9636\u6bb53\u4e4b\u540e，Daydreaming \u5c06\u9009\u4e2d\u7684\u6587\u4ef6\u5199\u5165\u5176\u8ba1\u5212\u76f8\u5bf9\u8def\u5f84\u3002\u9636\u6bb52\u5df2\u7ecf\u63d2\u5165\u4e86 A \u4e2d\u7684\u6587\u4ef6\u540d，\u9636\u6bb53\u5df2\u9a8c\u8bc1\u8fd9\u4e9b\u8def\u5f84\u4ecd\u7136\u5b58\u5728\u3002\u7ec4\u88c5\u7136\u540e\u6267\u884c\u4e24\u4e2a\u53d7\u4fdd\u62a4\u7684\u79bb\u7ebf\u6e05\u7406：\u5c06\u56fa\u5b9a\u7535\u5b50\u8868\u683c\u8303\u56f4\u548c\u7f3a\u5931\u503c\u5360\u4f4d\u7b26\u66ff\u6362\u4e3a\u901a\u7528\u89c4\u5219，\u5e76\u5c06\u7edd\u5bf9\u8f93\u51fa\u8def\u5f84\u6539\u4e3a\u8c03\u7528\u8005\u9009\u62e9\u3002\u4ec5\u5f53\u91cd\u5199\u79fb\u9664\u4e86\u6807\u8bb0\u7ec6\u8282\u800c\u672a\u4e22\u5931\u6062\u590d\u7684\u63a5\u53e3\u6216\u66f4\u6539\u5176\u4ed6\u8def\u5f84\u65f6，\u624d\u4fdd\u7559\u91cd\u5199；\u5426\u5219\u4fdd\u7559\u539f\u59cb\u7248\u672c\u3002\u8fd9\u4e9b\u68c0\u67e5\u4e0d\u8fdb\u884c\u53d7\u5bb3\u8005\u8c03\u7528，\u4ec5\u8986\u76d6\u8fd9\u4e9b\u5df2\u77e5\u6a21\u5f0f，\u56e0\u6b64\u5176\u4ed6\u4efb\u52a1\u7279\u5b9a\u7ec6\u8282\u53ef\u80fd\u6b8b\u7559\u3002\u7ec4\u88c5\u6b65\u9aa4\u51fa\u73b0\u5728\u7b97\u6cd54\u7684\u672b\u5c3e\u3002<\/p>\n6 \u8bc4\u4f30
\n\u6211\u4eec\u901a\u8fc7\u4e09\u4e2a\u7814\u7a76\u95ee\u9898\u8bc4\u4f30 Daydreaming：<\/p>\nRQ1：\u6027\u80fd\u3002\u6211\u4eec\u8bc4\u4f30 Daydreaming \u5728\u4ee5\u4e0b\u4e09\u4e2a\u4e3b\u8981\u56e0\u7d20\u65b9\u9762\u7684\u6027\u80fd：<\/p>\n
- \n
- \n
\u76f8\u5bf9\u4e8e\u65e0\u6280\u80fd\u548c\u539f\u59cb\u6280\u80fd\u8bbe\u7f6e\u4ee5\u53ca\u5148\u524d\u653b\u51fb\u548c\u57fa\u7ebf，Daydreaming \u4ece\u6700\u4e25\u683c\u7684 Output (o\u2083) \u5a01\u80c1\u7ea7\u522b\u6062\u590d\u4e86\u591a\u5c11\u6548\u7528？<\/p>\n<\/li>\n
- \n
Daydreaming \u76f8\u5bf9\u4e8e\u539f\u59cb\u6280\u80fd\u53ef\u4ee5\u5b9e\u73b0\u591a\u5c11\u7ed3\u6784\u6062\u590d？<\/p>\n<\/li>\n
- \n
Daydreaming \u7684\u6bcf\u4e2a\u7ec4\u4ef6\u5728\u4e0d\u540c\u9636\u6bb5\u5982\u4f55\u8d21\u732e，\u4ee5\u53ca Daydreaming \u7684\u6548\u7528\u5982\u4f55\u968f\u653b\u51fb\u8005\u67e5\u8be2\u9884\u7b97\u53d8\u5316？<\/p>\n<\/li>\n<\/ul>\n
RQ2：\u53ef\u89c2\u5bdf\u6027\u3002\u5f53\u53d7\u5bb3\u8005\u5728\u4e0d\u540c\u5a01\u80c1\u7ea7\u522b o\u2081\u3001o\u2082 \u548c o\u2083 \u90e8\u7f72\u6280\u80fd\u65f6，Daydreaming \u8868\u73b0\u5982\u4f55？<\/p>\n
RQ3：\u53ef\u8fc1\u79fb\u6027\u3002\u4e00\u65e6 Daydreaming \u6210\u529f\u91cd\u5efa\u6280\u80fd S\u0302，\u5b83\u5728\u4e0d\u540c\u53d7\u5bb3\u8005\u6a21\u578b\u548c\u7f16\u6392\/\u5de5\u5177\u7b56\u7565\u4e0a\u662f\u5426\u4ecd\u7136\u6709\u7528？<\/p>\n
6.1 \u5b9e\u9a8c\u8bbe\u7f6e
\n\u6570\u636e\u96c6\u3002\u00a0\u6539\u7f16\u81ea SkillsBench [19]，\u6211\u4eec\u9009\u62e97\u9879\u6280\u80fd\u4f5c\u4e3a\u7a83\u53d6\u76ee\u6807，\u8be6\u7ec6\u4fe1\u606f\u603b\u7ed3\u4e8e\u886814\u3002\u6211\u4eec\u6839\u636e\u73b0\u5b9e\u4e16\u754c\u7528\u4f8b\u7684\u6807\u51c6\u9009\u62e9\u6280\u80fd，\u6db5\u76d6\u89c4\u5219\/\u8868\u67e5\u627e\u3001\u6570\u503c\u7b97\u6cd5\u3001\u8fc7\u7a0b\/\u68c0\u67e5\u8868\u3001\u5de5\u4f5c\u6d41\u7f16\u6392\u548c\u6587\u6863\/\u5de5\u4ef6\u751f\u6210\u7b49\u7528\u4f8b，\u6211\u4eec\u8fd8\u6dfb\u52a0\u4e86\u5b89\u88c5\u539f\u59cb\u6280\u80fd\u5fc5\u987b\u6bd4\u65e0\u6280\u80fd\u6761\u4ef6\u63d0\u9ad8\u4efb\u52a1\u6027\u80fd\u7684\u6807\u51c6\u3002<\/p>\n\u6b64\u5916，\u9075\u5faa\u7b2c4.1\u8282\u5b9a\u4e49\u7684\u76ee\u6807，\u6211\u4eec\u4ece SkillsBench [19] \u4e2d\u7b56\u5212\u4e86\u4e00\u4e2a\u5305\u542b5\u4e2a\u4efb\u52a1\u7684\u4fdd\u7559\u6570\u636e\u96c6 \u212c\u3002\u5176\u4e2d\u7684\u6bcf\u4e2a\u4efb\u52a1\u90fd\u6709\u81ea\u5df1\u7684\u8f93\u5165 x \u548c\u53ef\u6267\u884c\u9a8c\u8bc1\u5668 v_x\u3002\u6839\u636e SkillsBench [19] \u7684\u8bbe\u8ba1，\u6bcf\u4e2a\u4efb\u52a1\u9700\u8981\u4e00\u4e2a\u6216\u591a\u4e2a\u6280\u80fd\u534f\u540c\u5b8c\u6210\u3002\u4f8b\u5982，\u7f51\u7edc\u5165\u4fb5\u4efb\u52a1\u9700\u8981 pcap-analysis \u548c threat-detection \u7b49\u6280\u80fd\u3002\u7531\u4e8e\u6bcf\u4e2a\u4efb\u52a1\u53ef\u80fd\u4f9d\u8d56\u591a\u4e2a\u6280\u80fd，\u6211\u4eec\u5c06\u5176\u4f5c\u4e3a\u62a5\u544a\u6307\u6807\u7684\u57fa\u672c\u5355\u5143\u3002<\/p>\n
\u88683：\u8bc4\u4f30\u6570\u636e\u96c6\u7684\u4efb\u52a1\u5230\u6280\u80fd\u6620\u5c04\u3002<\/p>\n
\n
\u4efb\u52a1\u6240\u9700\u6280\u80fd\u5305<\/tr>\n \n\n protein-expression-analysis<\/td>\n xlsx<\/td>\n<\/tr>\n \n pddl-airport-planning<\/td>\n pddl-skills<\/td>\n<\/tr>\n \n pddl-tpp-planning<\/td>\n pddl-skills<\/td>\n<\/tr>\n \n dapt-intrusion-detection<\/td>\n pcap-analysis, threat-detection<\/td>\n<\/tr>\n \n software-dependency-audit<\/td>\n cvss-score-extraction, trivy-offline-vulnerability-scanning, vulnerability-csv-reporting<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u4efb\u52a1\u5b8c\u5168\u4fdd\u7559，\u5305\u62ec\u63d0\u793a\u3001\u8f93\u5165\u548c\u9a8c\u8bc1\u5668\u4ece\u672a\u7528\u4f5c\u53d7\u5bb3\u8005\u67e5\u8be2\u3001\u5f71\u5b50\u667a\u80fd\u4f53\u4efb\u52a1\u3001\u672c\u5730\u6d4b\u8bd5\u6216\u5019\u9009\u9009\u62e9\u4fe1\u53f7\u3002\u88683\u4e5f\u660e\u786e\u4e86\u4efb\u52a1-\u6280\u80fd\u6620\u5c04\u3002<\/p>\n
\u6a21\u578b\u8bbe\u7f6e\u3002\u00a0\u5bf9\u4e8e\u53d7\u5bb3\u8005\u6a21\u578b\u9009\u62e9，\u6211\u4eec\u9009\u62e9\u4e86\u95ed\u6e90\u548c\u5f00\u6e90\u6a21\u578b，\u5305\u62ec claude-opus-5\u3001gpt-5.6-sol \u548c kimi-k3\u3002\u6b64\u5916，\u9664\u975e\u53e6\u6709\u8bf4\u660e，\u6211\u4eec\u9009\u62e9 claude-opus-5 \u4f5c\u4e3a\u9ed8\u8ba4\u53d7\u5bb3\u8005\u3002\u6211\u4eec\u9009\u62e9 gemini-3.7-flash \u4f5c\u4e3a\u6240\u6709\u8bc4\u4f30\u4e2d\u7684\u653b\u51fb\u8005\u6a21\u578b\u3002\u6240\u6709\u53d7\u5bb3\u8005\u4f7f\u7528\u6e29\u5ea6 0.2 \u548c top-p=0.95，\u800c\u653b\u51fb\u8005\u4f7f\u7528\u6e29\u5ea6 0.7 \u548c top-p=0.95\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u91cd\u5efa\u6280\u80fd，\u6211\u4eec\u5728 glm-5.3 \u4e0a\u8bc4\u4f30\u4fdd\u7559\u6570\u636e\u96c6\u4f5c\u4e3a\u8bc4\u4f30\u7684\u9ed8\u8ba4\u90e8\u7f72\u3002RQ3\u8fdb\u4e00\u6b65\u6d4b\u8bd5\u8fd9\u4e9b\u6062\u590d\u6280\u80fd\u5728\u6240\u6709\u53d7\u5bb3\u8005\u6a21\u578b\u4e0a\u7684\u53ef\u8fc1\u79fb\u6027\u3002<\/p>\n
\u7f16\u6392\/\u5de5\u5177\u7b56\u7565\u8bbe\u7f6e\u3002\u00a0\u6211\u4eec\u9009\u62e9 deepagents \u4f5c\u4e3a\u9ed8\u8ba4\u7b56\u7565\u8bbe\u7f6e，\u5b83\u7531\u6587\u4ef6\u7cfb\u7edf\u548c\u51e0\u4e2a\u57fa\u672c\u5de5\u5177\u6784\u5efa\u800c\u6210\u3002\u5bf9\u4e8e\u5176\u4ed6\u7b56\u7565\u8bbe\u7f6e，\u6211\u4eec\u8fd8\u5305\u542b\u4e86 claude_agent_sdk\u3001openai_agents \u548c agno，\u8be6\u7ec6\u4fe1\u606f\u89c1\u9644\u5f5514\u3002<\/p>\n
\u5a01\u80c1\u7ea7\u522b\u8bbe\u7f6e\u3002\u00a0\u4e0e\u6211\u4eec\u7684\u5a01\u80c1\u6a21\u578b\u4e00\u81f4，\u653b\u51fb\u8005\u63a5\u6536\u516c\u5171\u6280\u80fd\u5361，\u4f46\u4e0d\u63a5\u6536\u6280\u80fd S\u3001\u4fdd\u7559\u4efb\u52a1\u3001\u9a8c\u8bc1\u5668\u6216\u53d7\u5bb3\u8005\u5185\u5b58\u548c\u63a8\u7406\u8fc7\u7a0b\u3002\u6211\u4eec\u4f7f\u7528\u5a01\u80c1\u6a21\u578b\u5b9a\u4e49\u7684\u89c2\u5bdf\u540d\u79f0：Output \u663e\u793a\u8fd4\u56de\u6587\u672c\u548c\u6587\u4ef6，Trace \u989d\u5916\u663e\u793a\u4efb\u52a1\u7ea7\u5de5\u5177\u4e8b\u4ef6，Differential \u6dfb\u52a0\u6a21\u578b\u548c\u6d4b\u8bd5\u5de5\u5177\u5806\u6808\u4ee5\u53ca\u5339\u914d\u7684\u65e0\u6280\u80fd\u6267\u884c\u3002\u8fd9\u5141\u8bb8\u653b\u51fb\u4ec5\u9002\u5e94\u5176\u63a5\u6536\u5230\u7684\u89c6\u56fe\u3002<\/p>\n
Daydreaming \u8bbe\u7f6e\u3002\u00a0\u9ed8\u8ba4\u6bcf\u4e2a\u6280\u80fd\u7684\u9884\u7b97\u4e3a B=96，\u5206\u4e3a64\u6b21\u9636\u6bb51\u300112\u6b21\u9636\u6bb52\u548c20\u6b21\u9636\u6bb53\u8c03\u7528\u3002\u653b\u51fb\u79cd\u5b5014-18\u4e2a\u5c5e\u6027，\u6bcf\u6b21\u63a2\u6d4b\u6700\u591a\u5206\u7ec4\u56db\u4e2a，\u751f\u6210\u516d\u4e2a\u5305\u5047\u8bbe，\u6bcf\u4e2a\u6587\u4ef6\u521b\u5efa\u6700\u591a\u4e09\u4e2a\u521d\u59cb\u7248\u672c\u3002Differential \u65e0\u6280\u80fd\u53cc\u80de\u80ce\u8c03\u7528\u4e0e\u53d7\u5bb3\u8005\u9884\u7b97\u8c03\u7528\u5206\u5f00\u8bb0\u5f55\u3002\u5b8c\u6574\u53c2\u6570\u5217\u8868\u89c1\u9644\u5f5514\u3002<\/p>\n
\u5148\u524d\u653b\u51fb\u548c\u57fa\u7ebf\u8bbe\u7f6e\u3002\u00a0\u4e3a\u4e86\u516c\u5e73\u3001\u8d44\u6e90\u5bf9\u9f50\u7684\u6bd4\u8f83，BBS \u548c SigLeak \u4f7f\u7528\u4e0e Daydreaming \u76f8\u540c\u7684\u4e09\u4e2a\u53d7\u5bb3\u8005\u3001gemini-3.7-flash \u653b\u51fb\u8005\u548c\u9884\u7b97，\u540c\u65f6\u4fdd\u7559\u5176\u672c\u5730\u63a2\u6d4b\u548c\u505c\u6b62\u89c4\u5219，\u800c\u975e\u5f3a\u5236\u82b1\u8d39\u76f8\u540c\u7684\u8c03\u7528\u6b21\u6570\u3002\u5176\u672c\u5730\u8f93\u5165\u662f\u7b7e\u540d\u589e\u5f3a\u8f68\u8ff9；\u56e0\u6b64\u6211\u4eec\u5c06\u5176\u6807\u8bb0\u4e3a\u589e\u5f3a\u8f68\u8ff9，\u5e76\u4e0d\u58f0\u79f0 Output \u5a01\u80c1\u7ea7\u522b\u517c\u5bb9\u6027\u3002\u6210\u672c\u4ee5\u6bcf\u79cd\u65b9\u6cd5\u672c\u5730\u5f62\u5f0f\u751f\u6210\u5b8c\u6574\u91cd\u5efa\u6280\u80fd\u6240\u9700\u4e3a\u51c6\u3002<\/p>\n
\u6b64\u5916，\u6211\u4eec\u8bc4\u4f30\u4e86\u4f34\u968f\u6b64\u8bbe\u7f6e\u7684\u4e24\u4e2a\u989d\u5916\u57fa\u7ebf，\u79f0\u4e3a Fixed Probes \u548c One-pass synthesis，\u5982\u4e0b\u6240\u8ff0\u3002\u5bf9\u4e8e One-pass synthesis，\u653b\u51fb\u8005\u6a21\u578b\u4ec5\u83b7\u5f97\u516c\u5171\u5361 d，\u5e76\u88ab\u8981\u6c42\u4e00\u6b21\u6027\u751f\u6210\u91cd\u5efa\u6280\u80fd，\u4e0d\u5141\u8bb8\u5176\u4ed6\u67e5\u8be2\u3002Fixed Probes \u662f\u4e00\u4e2a\u6bd4 One-pass Synthesis \u4fe1\u606f\u66f4\u4e30\u5bcc\u7684\u57fa\u7ebf，\u56e0\u4e3a\u653b\u51fb\u8005\u6a21\u578b\u53ef\u4ee5\u63d0\u524d\u8bbe\u8ba1\u6240\u6709\u4efb\u52a1\u5e76\u63a5\u6536\u5176\u7ed3\u679c\u3002\u7136\u540e\u8fde\u540c\u516c\u5171\u6280\u80fd\u5361，\u5b83\u88ab\u8981\u6c42\u751f\u6210\u91cd\u5efa\u6280\u80fd S\u0302\u3002<\/p>\n
![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124918-6ac0f9ceb0e7a.jpg\")
<\/p>\n\u56fe4：\u4e0e\u5148\u524d\u653b\u51fb\u548c\u57fa\u7ebf\u7684\u6bd4\u8f83\u3002
\n\u56fe\u63cf\u8ff0：\u6563\u70b9\u56fe，x\u8f74\u4e3a\u6210\u529f\u7387（SR），y\u8f74\u4e3a\u884c\u4e3a\u68c0\u67e5\u5206\u6570（U）\u3002\u663e\u793a Daydreaming\u3001SigLeak\u3001BBS\u3001Fixed Probes\u3001One-pass synthesis \u548c\u539f\u59cb\u6280\u80fd\u5728\u4e0d\u540c\u53d7\u5bb3\u8005\u6a21\u578b\u4e0a\u7684\u4f4d\u7f6e\u3002Daydreaming \u9760\u8fd1\u539f\u59cb\u6280\u80fd，\u5728\u53f3\u4e0a\u89d2\u3002<\/p>\n6.1.1 \u6307\u6807
\n\u8bbe C \u8868\u793a\u5b89\u88c5\u7684\u5305\u6761\u4ef6：\u65e0\u6280\u80fd \u2205\u3001\u91cd\u5efa\u6280\u80fd S\u0302 \u6216\u539f\u59cb\u6280\u80fd S\u3002\u5bf9\u4e8e\u4efb\u52a1 b，\u7531\u4e8e\u53d7\u5bb3\u8005\u6a21\u578b M \u548c\u7b56\u7565 \u03a0 \u7684\u968f\u673a\u6027，\u6211\u4eec\u603b\u5171\u8fd0\u884c n_b \u6b21\u8bd5\u9a8c\u4ee5\u83b7\u5f97\u6700\u7ec8\u7ed3\u679c\u3002\u5bf9\u4e8e\u7d22\u5f15\u4e3a i \u7684\u6bcf\u6b21\u8bd5\u9a8c，\u5b83\u6709\u4e00\u4e2a\u6700\u7ec8\u9a8c\u8bc1\u5668\u4e8c\u5143\u7ed3\u679c y_b\u2071(C) \u2208 {0,1}\u3002\u56e0\u6b64，\u6211\u4eec\u5c06\u7b2c\u4e00\u4e2a\u4e8c\u5143\u6210\u529f\u6307\u6807\u5b9a\u4e49\u4e3a<\/p>\n![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124918-6ac0f9ced8089.jpg\")
<\/p>\nSR \u8868\u793a\u4e25\u683c\u7684\u4e8c\u5143\u6210\u529f，\u5373\u4efb\u52a1 b \u7684\u7aef\u5230\u7aef\u5b8c\u6210\u3002<\/p>\n
\u53e6\u4e00\u65b9\u9762，\u6211\u4eec\u8fd8\u5c06\u6280\u80fd\u6548\u7528\u4e0e\u4e00\u4e2a\u8ddf\u8e2a\u76f8\u5173\u6307\u6807\u8fdb\u884c\u8bc4\u5206，\u8be5\u6307\u6807\u6355\u83b7\u667a\u80fd\u4f53\u5728\u8f68\u8ff9\u4e2d\u7684\u6b63\u786e\u884c\u4e3a，\u800c\u975e\u6700\u7ec8\u6210\u529f\u3002\u5177\u4f53\u6765\u8bf4，\u7ed9\u5b9a\u8bd5\u9a8c i\u3001\u4efb\u52a1 b \u548c\u6761\u4ef6 C，\u8be5\u4efb\u52a1\u603b\u5171\u63d0\u4f9b m_b\u2071(C) \u4e2a\u4e2d\u95f4\u9a8c\u8bc1\u5668\u68c0\u67e5，\u800c\u667a\u80fd\u4f53\u53ef\u80fd\u901a\u8fc7\u5176\u4e2d p_b\u2071(C) \u4e2a\u3002\u6211\u4eec\u5c06\u7b2c\u4e8c\u4e2a\u884c\u4e3a\u68c0\u67e5\u6307\u6807\u5b9a\u4e49\u4e3a<\/p>\n
![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124918-6ac0f9cee06ce.jpg\")
<\/p>\nU \u8868\u793a\u884c\u4e3a\u6548\u7528\u3002\u8fd9\u662f\u7b2c4.1\u8282\u4e2d\u5b9a\u4e49\u7684 U(P) \u7684\u7ecf\u9a8c\u5b9e\u4f8b\u5316\u3002\u7531\u4e8e\u4e00\u4e2a\u4efb\u52a1\u53ef\u80fd\u8de8\u8d8a\u591a\u4e2a\u6280\u80fd，\u6211\u4eec\u62a5\u544a\u603b\u4f53\u4efb\u52a1\u5e73\u5747\u503c\u5982\u4e0b：<\/p>\n
![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124918-6ac0f9cee8ffd.jpg\")
<\/p>\n\u6211\u4eec\u8fdb\u4e00\u6b65\u5b9a\u4e49\u8de8\u4efb\u52a1\u7684\u5f52\u4e00\u5316\u4e8c\u5143\u548c\u884c\u4e3a\u6210\u529f\u6062\u590d\u4e3a<\/p>\n
![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124918-6ac0f9cef3bb2.jpg\")
<\/p>\n\u8868\u793a\u4e0e\u539f\u59cb\u6280\u80fd S \u76f8\u6bd4\u7684\u6539\u8fdb\u6bd4\u7387\u3002\u6211\u4eec\u6ce8\u610f，0\u5bf9\u5e94\u65e0\u6280\u80fd，1\u5bf9\u5e94\u539f\u59cb\u6280\u80fd，\u8d1f\u503c\u8868\u793a\u6548\u7528\u4f4e\u4e8e\u65e0\u6280\u80fd，\u9ad8\u4e8e1\u7684\u503c\u8868\u793a\u6548\u7528\u9ad8\u4e8e\u539f\u59cb\u6280\u80fd\u3002<\/p>\n
\u6211\u4eec\u8fd8\u62a5\u544a\u6210\u672c\u3001\u8017\u65f6\u4ee5\u53ca\u7ed3\u6784\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u548cF1\u3002\u4e3a\u8ba1\u7b97\u7ed3\u6784\u6307\u6807，\u6211\u4eec\u5c06\u6062\u590d\u7684\u6570\u503c\u5e38\u91cf\u3001\u9608\u503c\u5206\u652f\u3001\u5de5\u5177\u524d\u7f6e\u6761\u4ef6\u548c\u8f93\u51fa\u6a21\u5f0f\u3001\u6587\u4ef6\u8def\u5f84\u548c\u53ef\u6267\u884c\u811a\u672c\u4e0e\u540c\u4e00\u6280\u80fd\u539f\u59cb\u7248\u672c\u4e2d\u7684\u5bf9\u5e94\u9879\u4e00\u4e00\u5339\u914d，\u7136\u540e\u8de8\u6280\u80fd\u6c47\u603b\u8ba1\u6570\u3002<\/p>\n
6.2 \u5b9e\u9a8c\u7ed3\u679c
\n\u6211\u4eec\u6309\u4e09\u4e2aRQ\u7ec4\u7ec7\u7ed3\u679c\u3002\u6240\u6709\u5206\u6570\u4f7f\u7528\u7b2c6.1\u8282\u5b9a\u4e49\u7684\u4fdd\u7559\u4efb\u52a1\u548c\u6307\u6807\u3002<\/p>\nRQ1：\u6027\u80fd\u3002<\/p>\n
\u7aef\u5230\u7aef\u6548\u7528\u3002<\/p>\n
\u88684：\u4fdd\u7559\u4efb\u52a1\u4e0a\u7684 Output \u7ea7\u522b\u7ed3\u679c\u3002\u4efb\u52a1\u5355\u5143\u683c\u663e\u793a SR_b\/U_b；\u6c47\u603b\u884c\u663e\u793a SR\/U \u548c NSR\/NU\u3002<\/p>\n
\n
\u4efb\u52a1 (SR_b\/U_b)\u65e0\u6280\u80fdclaude-opus-5gpt-5.6-solkimi-k3\u539f\u59cb<\/tr>\n \n\n Protein expression<\/td>\n .571\/.786<\/td>\n 1.000\/1.000<\/td>\n .857\/.929<\/td>\n 1.000\/1.000<\/td>\n .714\/.857<\/td>\n<\/tr>\n \n Airport planning<\/td>\n .000\/.357<\/td>\n .143\/.500<\/td>\n .286\/.571<\/td>\n .000\/.500<\/td>\n .286\/.571<\/td>\n<\/tr>\n \n Purchaser planning<\/td>\n 1.000\/1.000<\/td>\n .857\/.857<\/td>\n .571\/.643<\/td>\n 1.000\/1.000<\/td>\n 1.000\/1.000<\/td>\n<\/tr>\n \n Network intrusion<\/td>\n .000\/.153<\/td>\n .000\/.714<\/td>\n .000\/.398<\/td>\n .000\/.602<\/td>\n 1.000\/1.000<\/td>\n<\/tr>\n \n Dependency audit<\/td>\n .000\/.536<\/td>\n .000\/.750<\/td>\n .143\/.786<\/td>\n .714\/.929<\/td>\n .143\/.786<\/td>\n<\/tr>\n \n SR\/U (\u4efb\u52a1\u5e73\u5747)<\/td>\n .314\/.566<\/td>\n .400\/.764<\/td>\n .371\/.665<\/td>\n .543\/.806<\/td>\n .629\/.843<\/td>\n<\/tr>\n \n NSR\/NU<\/td>\n .000\/.000<\/td>\n .273\/.716<\/td>\n .182\/.358<\/td>\n .727\/.868<\/td>\n 1.000\/1.000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u88684\u9996\u5148\u5728 Output (o\u2083) \u5a01\u80c1\u7ea7\u522b\u4e0b\u6bd4\u8f83\u4e86 Daydreaming \u4e0e\u65e0\u6280\u80fd\u548c\u539f\u59cb\u6761\u4ef6\u3002\u5728\u91cd\u5efa\u4e2d，kimi-k3 \u6700\u5f3a，\u5c06 SR \u4ece .314 \u63d0\u9ad8\u5230 .543，U \u4ece .566 \u63d0\u9ad8\u5230 .806\u3002claude-opus-5 \u91cd\u5efa\u4e5f\u63d0\u9ad8\u4e86\u4e24\u4e2a\u6307\u6807，\u8fbe\u5230 .400\/.764\u3002gpt-5.6-sol \u91cd\u5efa\u8fbe\u5230 .371\/.665，\u5728\u4e24\u4e2a\u6307\u6807\u4e0a\u4ecd\u9ad8\u4e8e\u65e0\u6280\u80fd\u3002\u56e0\u6b64，\u91cd\u5efa\u8d28\u91cf\u53d6\u51b3\u4e8e\u6e90\u53d7\u5bb3\u8005\u3002<\/p>\n
\u4e0e\u5148\u524d\u653b\u51fb\u548c\u57fa\u7ebf\u7684\u6bd4\u8f83\u3002\u00a0\u56fe4\u6bd4\u8f83\u4e86 Daydreaming \u4e0e\u5148\u524d\u653b\u51fb\u65b9\u6cd5\u548c\u57fa\u7ebf\u65b9\u6cd5\u5728\u4e09\u4e2a\u53d7\u5bb3\u8005\u6a21\u578b\u4e0a\u7684\u8868\u73b0，\u6211\u4eec\u5c06\u786e\u5207\u5b9e\u9a8c\u6570\u5b57\u59d4\u6258\u7ed9\u9644\u5f5514\u3002x\u8f74\u62a5\u544a\u6210\u529f\u7387（SR），y\u8f74\u62a5\u544a\u884c\u4e3a\u68c0\u67e5\u5206\u6570（U），\u53f3\u4e0a\u89d2\u8868\u793a\u66f4\u5f3a\u7684\u6574\u4f53\u6027\u80fd\u3002\u5728\u6240\u6709\u4e09\u4e2a\u53d7\u5bb3\u8005\u4e0a，Daydreaming \u5728\u6240\u6709\u653b\u51fb\u65b9\u6cd5\u4e2d\u59cb\u7ec8\u5b9e\u73b0\u6700\u9ad8\u7684\u884c\u4e3a\u68c0\u67e5\u5206\u6570，\u540c\u65f6\u63a5\u8fd1\u539f\u59cb\u6280\u80fd\u7684\u6027\u80fd\u3002\u5c3d\u7ba1 Fixed Probes \u5728 claude-opus-5 \u548c gpt-5.6-sol \u4e0a\u83b7\u5f97\u66f4\u9ad8\u7684 SR，\u4f46\u5176\u884c\u4e3a\u68c0\u67e5\u5206\u6570\u660e\u663e\u8f83\u4f4e，\u8868\u660e\u4ec5\u6700\u5927\u5316 SR \u4e0d\u4e00\u5b9a\u4ea7\u751f\u66f4\u6709\u7528\u6216\u66f4\u5fe0\u5b9e\u7684\u884c\u4e3a\u3002\u5728 kimi-k3 \u4e0a，Daydreaming \u5728 SR \u548c\u884c\u4e3a\u68c0\u67e5\u4e0a\u90fd\u4f18\u4e8e\u5148\u524d\u653b\u51fb，\u5c55\u793a\u4e86\u5728\u4e0d\u540c\u53d7\u5bb3\u8005\u6a21\u578b\u4e0a\u6709\u6548\u6027\u548c\u884c\u4e3a\u8d28\u91cf\u4e4b\u95f4\u7684\u826f\u597d\u5e73\u8861\u3002<\/p>\n
\u88685：claude-opus-5 \u7684\u7ed3\u6784\u6062\u590d\u3002P\u3001R\u548cF1\u5206\u522b\u8868\u793a\u6062\u590d\u5206\u6570\u7684\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u548cF1\u3002<\/p>\n
\n
\u9879\u76ee\u7c7b\u578b\u603b\u6570PRF1<\/tr>\n \n\n \u7cbe\u786e\u5e38\u91cf<\/td>\n 104<\/td>\n .111<\/td>\n .010<\/td>\n .018<\/td>\n<\/tr>\n \n \u9608\u503c\u5206\u652f<\/td>\n 31<\/td>\n .111<\/td>\n .032<\/td>\n .050<\/td>\n<\/tr>\n \n \u5de5\u5177\u524d\u7f6e\u6761\u4ef6\/\u6a21\u5f0f<\/td>\n 19<\/td>\n .000<\/td>\n .000<\/td>\n .000<\/td>\n<\/tr>\n \n \u6587\u4ef6\u8def\u5f84<\/td>\n 7<\/td>\n .333<\/td>\n .143<\/td>\n .200<\/td>\n<\/tr>\n \n \u53ef\u6267\u884c\u811a\u672c<\/td>\n 2<\/td>\n .125<\/td>\n .500<\/td>\n .200<\/td>\n<\/tr>\n \n \u5e38\u91cf（1%\u5bb9\u5dee\u5185）<\/td>\n 104<\/td>\n .556<\/td>\n .048<\/td>\n .088<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u7ed3\u6784\u6062\u590d\u3002\u00a0\u88685\u8fdb\u4e00\u6b65\u5c06\u91cd\u5efa\u7ed3\u6784\u4e0e\u539f\u59cb\u6280\u80fd\u8fdb\u884c\u6bd4\u8f83\u3002\u7ed3\u6784\u6062\u590d\u6709\u9650，\u5e38\u91cf\u548c\u9608\u503c\u5206\u652f\u83b7\u5f97 .018 \u548c .050 \u7684F1，\u800c\u8def\u5f84\u548c\u811a\u672c\u8fbe\u5230 .200\u3002\u7ed3\u5408\u4e4b\u524d\u7aef\u5230\u7aef\u6548\u7528\u7684\u5b9e\u9a8c，\u6211\u4eec\u56e0\u6b64\u6ce8\u610f，\u6709\u7528\u7684\u884c\u4e3a\u4e0d\u9700\u8981\u7cbe\u786e\u526f\u672c\u6765\u5de5\u4f5c\u3002<\/p>\n
\u7ec4\u4ef6\u548c\u67e5\u8be2\u9884\u7b97\u3002\u00a0\u5728\u8fdb\u5165\u7ed3\u679c\u4e4b\u524d，\u6211\u4eec\u7b80\u8981\u56de\u987e\u6bcf\u4e2a\u9636\u6bb5\u4e2d\u4f7f\u7528\u7684\u6bcf\u4e2a\u7ec4\u4ef6，\u5e76\u4ecb\u7ecd\u5b83\u4eec\u4ee5\u66f4\u597d\u5730\u89e3\u91ca\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p>\n
\u5bf9\u4e8e Daydreaming \u7684\u9636\u6bb51，\u6211\u4eec\u6d88\u878d\u4e86\u4e24\u4e2a\u57fa\u672c\u7ec4\u4ef6，\u5373\u5c5e\u6027\u6807\u8bb0\u673a\u5236（\u89c2\u5bdf\u4e0e\u9009\u62e9），\u5b83\u5c06\u6bcf\u4e2a\u5c5e\u6027 c\u2208P \u4e0e\u8bc1\u636e\u6807\u7b7e\u5173\u8054，\u4ee5\u53ca\u6587\u4ef6\u540d\u9009\u62e9\u534f\u8bae（\u89c2\u5bdf\u4e0e\u9009\u62e9），\u5b83\u4f7f\u7528\u53d7\u5bb3\u8005\u4efb\u52a1\u7ed3\u679c\u6765\u8fc7\u6ee4 A \u4e2d\u5408\u7406\u7684\u6587\u4ef6\u540d\u3002\u6211\u4eec\u6d88\u878d\u4e86\u8fd9\u4e24\u4e2a\u673a\u5236，\u56e0\u4e3a\u5b83\u4eec\u662f\u6784\u6210\u9636\u6bb51\u5c5e\u6027\u7ea7\u8bc6\u522b\u7684\u6700\u57fa\u672c\u90e8\u5206\u3002<\/p>\n
\u5bf9\u4e8e\u9636\u6bb52，\u6211\u4eec\u6d88\u878d\u4e86\u53e6\u5916\u4e24\u4e2a\u7ec4\u4ef6，\u5373\u5019\u9009\u6280\u80fd\u8ba1\u5212\u6570\u91cf（\u66f4\u65b0\u4e0e\u63d0\u8bae）\u548c\u533a\u5206\u6027\u4efb\u52a1\u751f\u6210（\u8bbe\u8ba1\u4e0e\u6267\u884c）\u3002\u5bf9\u4e8e\u7b2c\u4e00\u4e2a，\u6211\u4eec\u5c06\u9636\u6bb52\u4e2d\u7684\u5019\u9009\u6280\u80fd\u8ba1\u5212\u6570\u91cf\u51cf\u5c11\u52301，\u610f\u5473\u7740\u4e00\u65e6\u653b\u51fb\u8005\u6a21\u578b\u63d0\u51fa\u4e00\u4e2a\u6280\u80fd\u8ba1\u5212 H，\u6211\u4eec\u5c31\u5c06\u5176\u89c6\u4e3a H\u2217 \u5e76\u8fdb\u5165\u9636\u6bb53\u3002\u5bf9\u4e8e\u7b2c\u4e8c\u4e2a，\u6211\u4eec\u6d88\u878d\u4e86\u9636\u6bb52\u7684\u533a\u5206\u6027\u4efb\u52a1\u751f\u6210，\u800c\u662f\u8981\u6c42\u653b\u51fb\u8005\u6a21\u578b\u63d0\u4ea4\u4e0e\u6bcf\u4e2a\u5019\u9009\u8ba1\u5212\u76f8\u5173\u7684\u666e\u901a\u5de5\u4f5c，\u800c\u4e0d\u8003\u8651\u5b83\u4eec\u7684\u5dee\u5f02\u3002\u7531\u4e8e\u9636\u6bb52\u4fa7\u91cd\u4e8e\u6bcf\u4e2a\u5019\u9009\u6280\u80fd\u4e4b\u95f4\u7684\u66f4\u7ec6\u81f4\u533a\u5206，\u6211\u4eec\u9009\u62e9\u6d88\u878d\u8fd9\u4e24\u4e2a\u673a\u5236\u3002<\/p>\n
\u6700\u540e，\u5bf9\u4e8e\u9636\u6bb53，\u6211\u4eec\u6d88\u878d\u662f\u5426\u9010\u6587\u4ef6\u7ec6\u5316\u5bf9\u91cd\u5efa\u6280\u80fd\u7684\u6548\u7528\u6709\u7528\u3002<\/p>\n
![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124919-6ac0f9cf0a091.jpg\")
<\/p>\n\u56fe5：\u7ec4\u4ef6\u6d88\u878d\u3002
\n[\u56fe\u63cf\u8ff0：\u6761\u5f62\u56fe，\u663e\u793a\u5b8c\u6574 Daydreaming \u4e0e\u79fb\u9664\u4e0d\u540c\u7ec4\u4ef6\u540e\u7684 SR \u548c U\u3002\u6bcf\u4e2a\u7ec4\u4ef6\u79fb\u9664\u540e U \u4e0b\u964d\u3002]<\/p>\n\u56fe5\u663e\u793a\u6bcf\u4e2a\u88ab\u8bc4\u4f30\u7684\u7ec4\u4ef6\u90fd\u5bf9\u6062\u590d\u6280\u80fd\u7684\u884c\u4e3a\u6548\u7528\u6709\u8d21\u732e\u3002\u6700\u5927\u7684\u6548\u7528\u4e0b\u964d\u53d1\u751f\u5728\u79fb\u9664\u9636\u6bb51\u6587\u4ef6\u540d\u9009\u62e9\u534f\u8bae\u548c\u9636\u6bb52\u533a\u5206\u6027\u4efb\u52a1\u751f\u6210\u65f6，\u5206\u522b\u5c06 U \u964d\u81f3 .624 \u548c .626\u3002\u79fb\u9664\u9636\u6bb51\u5c5e\u6027\u6807\u8bb0\u673a\u5236\u5c06 SR \u4ece .400 \u63d0\u9ad8\u5230 .497，\u4f46\u5c06 U \u964d\u81f3 .696，\u8fd9\u53ef\u80fd\u89e3\u91ca\u4e3a\u9a8c\u8bc1\u5c5e\u6027\u7ed9\u6574\u4f53\u884c\u4e3a\u63d0\u4f9b\u4e86\u66f4\u5f3a\u4fe1\u53f7，\u4f46\u5e76\u975e\u6700\u7ec8\u6548\u679c\u3002\u5c06\u9636\u6bb52\u9650\u5236\u4e3a\u4e00\u4e2a\u5019\u9009\u6280\u80fd\u8ba1\u5212\u548c\u79fb\u9664\u9636\u6bb53\u9010\u6587\u4ef6\u7ec6\u5316\u5206\u522b\u4f7f SR \u4fdd\u6301\u4e0d\u53d8\u4e3a .400，\u540c\u65f6\u5c06 U \u964d\u81f3 .736 \u548c .714\u3002\u8fd9\u8868\u660e\u66f4\u5f3a\u70c8\u7684\u4fe1\u53f7，\u5373 Daydreaming \u7684\u540e\u7eed\u9636\u6bb5\u4e3b\u8981\u5bf9\u91cd\u5efa\u6280\u80fd\u7684\u884c\u4e3a\u6210\u529f\u6709\u6240\u8d21\u732e\u3002\u603b\u4f53\u800c\u8a00，\u6bcf\u6b21\u6d88\u878d\u90fd\u964d\u4f4e\u4e86 U，\u786e\u8ba4\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u5bf9\u91cd\u5efa\u6280\u80fd\u7684\u8d28\u91cf\u6709\u6240\u8d21\u732e\u3002<\/p>\n
\u88686：\u53d7\u5bb3\u8005\u8c03\u7528\u9884\u7b97\u626b\u63cf\u3002<\/p>\n
\n
\u53d7\u5bb3\u8005\u8c03\u7528\u9884\u7b97 BSR\/U\u6bcf\u4e2a\u6280\u80fd\u5b9e\u9645\u67e5\u8be2\u6570\u6bcf\u4e2a\u6280\u80fd\u6210\u672c<\/tr>\n \n\n 16<\/td>\n .467\/.740<\/td>\n 15<\/td>\n 7.07<\/td>\n<\/tr>\n \n 32<\/td>\n .433\/.762<\/td>\n 25.0<\/td>\n 9.53<\/td>\n<\/tr>\n \n 64<\/td>\n .400\/.764<\/td>\n 29.6<\/td>\n 12.31<\/td>\n<\/tr>\n \n 96<\/td>\n .476\/.785<\/td>\n 32.8<\/td>\n 14.40<\/td>\n<\/tr>\n \n 128<\/td>\n .400\/.788<\/td>\n 29.3<\/td>\n 12.94<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u88686\u7814\u7a76\u4e86\u53d7\u5bb3\u8005\u8c03\u7528\u9884\u7b97 B \u7684\u654f\u611f\u6027\u3002\u5728\u6240\u6709\u6280\u80fd\u8bc4\u4f30\u7684\u8bbe\u7f6e\u4e2d，\u884c\u4e3a\u6548\u7528\u4ece B=32 \u65f6\u7684 .762 \u589e\u52a0\u5230 B=64 \u65f6\u7684 .777 \u548c\u9ed8\u8ba4 B=96 \u65f6\u7684 .785，\u800c SR \u975e\u5355\u8c03\u53d8\u5316，\u5728 B=32 \u65f6\u6700\u9ad8\u3002\u56e0\u6b64，\u989d\u5916\u7684\u53d7\u5bb3\u8005\u8c03\u7528\u66f4\u4e00\u81f4\u5730\u6539\u5584\u884c\u4e3a\u8d28\u91cf，\u800c\u975e\u539f\u59cb\u4efb\u52a1\u6210\u529f\u7387，\u5728\u8f83\u5927\u9884\u7b97\u4e0b\u6536\u76ca\u9012\u51cf\u3002\u8fd9\u8868\u660e\u66f4\u5927\u7684\u8c03\u7528\u9884\u7b97\u53ef\u4ee5\u6062\u590d\u884c\u4e3a\u6210\u529f U，\u56e0\u4e3a Daydreaming \u7684\u6bcf\u4e2a\u9636\u6bb5\u90fd\u5141\u8bb8\u66f4\u591a\u9884\u7b97\u8fdb\u884c\u7ec6\u7c92\u5ea6\u533a\u5206\u3002<\/p>\n
![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124919-6ac0f9cf4b62b.jpg\")
<\/p>\n\u56fe6：\u4e0d\u540c\u53d7\u5bb3\u8005\u6a21\u578b\u89c4\u6a21\u4e0b\u7684\u6d88\u878d\u3002
\n\u56fe\u63cf\u8ff0：\u663e\u793a\u5728 GPT-5.6 \u5bb6\u65cf（Terra, Sol, Luna）\u548c Claude \u5bb6\u65cf（Haiku, Sonnet, Opus）\u4e0a，Daydreaming \u7684 SR \u548c U\u3002\u8d8b\u52bf\u975e\u5355\u8c03\u3002<\/p>\n\u5207\u6362\u53d7\u5bb3\u8005\u6a21\u578b\u89c4\u6a21\u3002\u00a0\u6211\u4eec\u8fdb\u4e00\u6b65\u7814\u7a76\u91cd\u5efa\u6548\u679c\u662f\u5426\u53d6\u51b3\u4e8e\u53d7\u5bb3\u8005\u6a21\u578b\u7684\u5bb9\u91cf\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u53d7\u5bb3\u8005，\u6211\u4eec\u66ff\u6362\u540c\u5bb6\u65cf\u4e0d\u540c\u89c4\u6a21\u7684\u6a21\u578b，\u540c\u65f6\u4fdd\u6301\u5176\u4ed6\u4e00\u5207\u56fa\u5b9a，\u4ece\u800c\u51cf\u5c11\u8de8\u6a21\u578b\u5bb6\u65cf\u7684\u6df7\u6dc6\u5dee\u5f02\u3002\u56fe6\u663e\u793a\u6a21\u578b\u89c4\u6a21\u5f71\u54cd\u4efb\u52a1\u6210\u529f\u548c\u884c\u4e3a\u4fdd\u771f\u5ea6，\u4f46\u8d8b\u52bf\u5e76\u975e\u5747\u5300\u5355\u8c03\u3002\u5728 GPT-5.6 \u5bb6\u65cf\u4e2d，\u6027\u80fd\u4ece Terra \u5230 Sol \u548c Luna \u6301\u7eed\u63d0\u9ad8，\u8868\u660e\u66f4\u5927\u7684\u80fd\u529b\u53d7\u5bb3\u8005\u6a21\u578b\u4e0d\u4e00\u5b9a\u91cd\u5efa\u5f97\u66f4\u597d\u3002Claude \u5bb6\u65cf\u8868\u73b0\u51fa\u4e0d\u540c\u6a21\u5f0f，Sonnet \u83b7\u5f97\u6700\u9ad8\u7684 SR，\u800c Opus \u83b7\u5f97\u6700\u9ad8\u7684\u884c\u4e3a\u6210\u529f U\u3002\u5728\u4e24\u4e2a\u5bb6\u65cf\u4e2d，\u6bcf\u4e2a\u53d7\u5bb3\u8005\u6a21\u578b\u90fd\u6bd4\u65e0\u6280\u80fd\u57fa\u7ebf\u63d0\u9ad8\u4e86 U，\u800c GPT-5.6-Terra \u5728 SR \u4e0a\u4f4e\u4e8e\u65e0\u6280\u80fd\u57fa\u7ebf\u3002\u603b\u4f53\u800c\u8a00，\u53d7\u5bb3\u8005\u6a21\u578b\u5bb9\u91cf\u5f71\u54cd\u53ef\u6062\u590d\u6027，\u4f46\u5bb6\u65cf\u7279\u5b9a\u7684\u884c\u4e3a\u4e00\u81f4\u6027\u4f3c\u4e4e\u81f3\u5c11\u4e0e\u53d7\u5bb3\u8005\u6a21\u578b\u89c4\u6a21\u540c\u7b49\u91cd\u8981\u3002<\/p>\n
\u88687：\u56fa\u5b9a\u7cbe\u5fc3\u8bbe\u8ba1\u4efb\u52a1\u7ed3\u679c\u4e0b\u53d8\u5316\u5a01\u80c1\u7ea7\u522b<\/p>\n
\n
\u5a01\u80c1\u7ea7\u522b\u653b\u51fb\u8005\u53ef\u89c1\u4fe1\u606fSRNSRUNU<\/tr>\n \n\n Output o\u2083<\/td>\n \u8fd4\u56de\u6587\u672c\u548c\u6587\u4ef6<\/td>\n .400<\/td>\n .273<\/td>\n .764<\/td>\n .716<\/td>\n<\/tr>\n \n Trace o\u2082<\/td>\n Output \u52a0\u4efb\u52a1\u7ea7\u5de5\u5177\u4e8b\u4ef6<\/td>\n .567<\/td>\n .804<\/td>\n .807<\/td>\n .870<\/td>\n<\/tr>\n \n Differential o\u2081<\/td>\n Trace \u52a0\u5806\u6808\u548c\u65e0\u6280\u80fd\u914d\u5bf9<\/td>\n .544<\/td>\n .731<\/td>\n .804<\/td>\n .860<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n RQ2：\u53ef\u89c2\u5bdf\u6027\u3002\u00a0\u4e3a\u4e86\u9694\u79bb\u53ef\u89c2\u5bdf\u6027\u7684\u5f71\u54cd，\u6211\u4eec\u4f7f\u7528 claude-opus-5 \u7684\u76f8\u540c\u51bb\u7ed3\u7cbe\u5fc3\u8bbe\u8ba1\u4efb\u52a1\u5e8f\u5217\u8bc4\u4f30\u6240\u6709\u4e09\u4e2a\u5a01\u80c1\u7ea7\u522b\u3002\u5982\u88687\u6240\u793a，\u4ece Output \u5230 Trace，SR \u4ece .400 \u589e\u52a0\u5230 .567，U \u4ece .764 \u589e\u52a0\u5230 .807\u3002\u76f8\u5e94\u7684\u5f52\u4e00\u5316\u6307\u6807\u6539\u8fdb\u66f4\u663e\u8457，NSR \u4ece .273 \u589e\u52a0\u5230 .804，NU \u4ece .716 \u589e\u52a0\u5230 .870\u3002Differential \u8868\u73b0\u4e0e Trace \u76f8\u4f3c，\u4f46 SR \u4f4e 2.3 \u4e2a\u767e\u5206\u70b9，U \u4f4e .3 \u4e2a\u767e\u5206\u70b9，NSR \u548c NU \u5206\u522b\u4f4e 7.3 \u548c 1.0 \u4e2a\u767e\u5206\u70b9\u3002\u7531\u4e8e Differential \u66b4\u9732\u7684\u4fe1\u606f\u4e25\u683c\u591a\u4e8e Trace，\u6211\u4eec\u4e0d\u5c06\u8fd9\u79cd\u5c0f\u5e45\u9006\u8f6c\u89e3\u91ca\u4e3a\u989d\u5916\u53ef\u89c2\u5bdf\u6027\u6709\u5bb3\u7684\u8bc1\u636e\u3002\u76f8\u53cd，\u7ed3\u679c\u8868\u660e\u4efb\u52a1\u7ea7\u5de5\u5177\u4e8b\u4ef6\u5df2\u7ecf\u66b4\u9732\u4e86\u6062\u590d\u6280\u80fd\u6240\u9700\u7684\u5927\u90e8\u5206\u6709\u7528\u4fe1\u606f，\u800c\u8bbf\u95ee\u5806\u6808\u548c\u914d\u5bf9\u65e0\u6280\u80fd\u6267\u884c\u5728\u6b64\u56fa\u5b9a\u4efb\u52a1\u8bbe\u7f6e\u4e0b\u63d0\u4f9b\u7684\u989d\u5916\u6536\u76ca\u6709\u9650\u3002\u603b\u4f53\u800c\u8a00，\u4e3b\u8981\u7684\u53ef\u89c2\u5bdf\u6027\u589e\u76ca\u6765\u81ea\u6267\u884c\u8f68\u8ff9，\u800c\u975e\u4ec5\u6700\u7ec8\u8f93\u51fa\u3002<\/p>\n
RQ3：\u53ef\u8fc1\u79fb\u6027\u3002\u00a0\u6211\u4eec\u51bb\u7ed3\u6bcf\u4e2a\u91cd\u5efa\u6280\u80fd，\u5e76\u5728\u56db\u4e2a\u90e8\u7f72\u6a21\u578b\u548c\u56db\u4e2a\u7f16\u6392\/\u5de5\u5177\u7b56\u7565\u4e0a\u8bc4\u4f30\u5b83，\u4e0d\u5411\u53d7\u5bb3\u8005\u53d1\u51fa\u4efb\u4f55\u989d\u5916\u67e5\u8be2\u3002\u56fe7\u62a5\u544a\u5f52\u4e00\u5316\u6210\u529f\u6062\u590d（NSR）\u548c\u5f52\u4e00\u5316\u884c\u4e3a\u6548\u7528（NU）\u3002<\/p>\n
![](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261003124919-6ac0f9cf7a9a4.jpg\")
<\/p>\n\u56fe7：\u53d7\u5bb3\u8005\u6a21\u578b\u8fc1\u79fb；\u8fc1\u79fb\u6761\u76ee\u62a5\u544a NSR\/NU\u3002
\n\u56fe\u63cf\u8ff0：\u70ed\u56fe\u6216\u8868\u683c，\u663e\u793a\u4ece\u4e09\u4e2a\u6e90\u53d7\u5bb3\u8005（Opus-5, GPT-5.6-Sol, Kimi-K3）\u91cd\u5efa\u7684\u6280\u80fd\u5728\u56db\u4e2a\u90e8\u7f72\u6a21\u578b（Opus-5, GPT-5.6-Sol, Kimi-K3, GLM-5.3）\u4e0a\u7684 NSR\/NU\u3002\u975e\u5bf9\u89d2\u7ebf\u503c\u663e\u793a\u53ef\u8fc1\u79fb\u6027\u3002<\/p>\n\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e，\u91cd\u5efa\u6280\u80fd\u5e76\u975e\u4e13\u5c5e\u4e8e\u63d0\u53d6\u5b83\u4eec\u7684\u6a21\u578b，\u4f46\u5176\u53ef\u79fb\u690d\u6027\u5f3a\u70c8\u4e0d\u5bf9\u79f0\u3002Opus-5 \u91cd\u5efa\u662f\u6700\u5e7f\u6cdb\u53ef\u8fc1\u79fb\u7684：\u5b83\u5728\u6240\u6709\u56db\u4e2a\u90e8\u7f72\u6a21\u578b\u4e0a\u4ecd\u7136\u6709\u7528，\u5e76\u4e14\u503c\u5f97\u6ce8\u610f\u7684\u662f，\u5728 GPT-5.6-Sol \u4e0a\u7684\u8868\u73b0\u6bd4\u5728\u5176\u6e90\u5339\u914d\u90e8\u7f72\u4e0a\u66f4\u597d\u3002Kimi-K3 \u91cd\u5efa\u8868\u73b0\u51fa\u66f4\u5177\u9009\u62e9\u6027\u7684\u8fc1\u79fb\u5f62\u5f0f，\u5728\u51e0\u4e2a\u90e8\u7f72\u4e0a\u4ec5\u8868\u73b0\u4e2d\u7b49，\u4f46\u8fc1\u79fb\u5230 GLM-5.3 \u5c24\u5176\u597d\u3002\u76f8\u6bd4\u4e4b\u4e0b，GPT-5.6-Sol \u91cd\u5efa\u76f8\u5bf9\u8106\u5f31，\u672a\u80fd\u5728 Opus-5 \u4e0a\u63d0\u4f9b\u53ef\u6d4b\u91cf\u7684\u6536\u76ca，\u4e14\u4ec5\u5fae\u5f31\u8fc1\u79fb\u5230 GLM-5.3\u3002\u8fd9\u4e9b\u975e\u5bf9\u89d2\u7ebf\u6210\u529f\u8868\u660e，\u5339\u914d\u6e90\u548c\u90e8\u7f72\u6a21\u578b\u65e2\u4e0d\u662f\u5f3a\u8fc1\u79fb\u7684\u5fc5\u8981\u6761\u4ef6\u4e5f\u4e0d\u662f\u5145\u5206\u6761\u4ef6\u3002\u76f8\u53cd，\u4e00\u4e9b\u91cd\u5efa\u7a0b\u5e8f\u4f3c\u4e4e\u662f\u5e7f\u6cdb\u53ef\u6267\u884c\u7684，\u800c\u53e6\u4e00\u4e9b\u5219\u4ecd\u7136\u4f9d\u8d56\u4e8e\u6a21\u578b\u7279\u5b9a\u7684\u6267\u884c\u884c\u4e3a\u3002<\/p>\n
NSR \u548c NU \u8fdb\u4e00\u6b65\u63ed\u793a\u4e86\u4e24\u79cd\u4e0d\u540c\u7684\u8fc1\u79fb\u6982\u5ff5\u3002\u5728\u51e0\u4e2a\u6848\u4f8b\u4e2d，\u90e8\u7f72\u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u91cd\u5efa\u6280\u80fd\u6062\u590d\u4efb\u52a1\u6210\u529f，\u800c\u65e0\u9700\u91cd\u73b0\u6e90\u53d7\u5bb3\u8005\u7684\u884c\u4e3a\u8f6e\u5ed3\u3002\u4f8b\u5982，Kimi-K3 \u91cd\u5efa\u5728 Opus-5 \u548c GPT-5.6-Sol \u4e0a\u4fdd\u6301\u4e2d\u7b49 NSR，\u4f46\u5176 NU \u6025\u5267\u4e0b\u964d，\u8868\u660e\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u4e0e\u539f\u6280\u80fd\u663e\u8457\u4e0d\u540c\u7684\u884c\u4e3a\u8fbe\u5230\u6210\u529f\u7ed3\u679c\u3002\u76f8\u53cd\u7684\u6a21\u5f0f\u4e5f\u4f1a\u53d1\u751f：Opus-5 \u91cd\u5efa\u5728 GLM-5.3 \u4e0a\u4fdd\u7559\u76f8\u5bf9\u8f83\u9ad8\u7684\u884c\u4e3a\u6548\u7528，\u5c3d\u7ba1\u6210\u529f\u6062\u590d\u6709\u9650\u3002\u56e0\u6b64，\u8de8\u6a21\u578b\u6267\u884c\u53ef\u80fd\u4fdd\u7559\u6280\u80fd\u7684\u529f\u80fd\u7ed3\u679c\u6216\u884c\u4e3a\u7279\u5f81，\u4f46\u4e0d\u4f1a\u540c\u65f6\u4fdd\u7559\u4e24\u8005\u3002\u8fd9\u79cd\u533a\u522b\u4f1a\u88ab\u4ec5\u4f7f\u7528\u4efb\u52a1\u6210\u529f\u8bc4\u4f30\u8fc1\u79fb\u6240\u63a9\u76d6\u3002<\/p>\n
\u5de5\u5177\/\u7f16\u6392\u7b56\u7565\u8fc1\u79fb\u3002\u00a0\u6211\u4eec\u8fdb\u4e00\u6b65\u6539\u53d8\u7528\u4e8e\u6267\u884c\u91cd\u5efa\u6280\u80fd\u7684\u5de5\u5177\u548c\u7f16\u6392\u7b56\u7565\u3002\u5982\u88688\u6240\u793a，deepagents \u8868\u73b0\u6700\u4f73，\u8fbe\u5230 SR\/U \u4e3a .600\/.833 \u548c NSR\/NU \u4e3a .909\/.965，\u63a5\u8fd1\u539f\u59cb\u6280\u80fd\u53c2\u8003\u3002agno \u63d0\u4f9b\u6b21\u5f3a\u7ed3\u679c，\u4e3a .467\/.755，\u800c claude_agent_sdk \u548c openai_agents \u90fd\u83b7\u5f97 .400 \u7684 SR，\u4f46\u884c\u4e3a\u6548\u7528\u663e\u8457\u8f83\u4f4e\u3002\u8fd9\u4e9b\u5dee\u5f02\u4e0d\u80fd\u4ec5\u7531\u67e5\u8be2\u6570\u91cf\u89e3\u91ca：claude_agent_sdk \u4f7f\u7528\u6700\u591a\u7684\u53d7\u5bb3\u8005\u8c03\u7528，\u5374\u83b7\u5f97\u6700\u4f4e\u7684 NU，\u800c deepagents \u4ee5\u4e2d\u7b49\u53d7\u5bb3\u8005\u8c03\u7528\u5b9e\u73b0\u6700\u5f3a\u7ed3\u679c\u3002\u603b\u4f53\u800c\u8a00，\u53ef\u79fb\u690d\u6027\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u90e8\u7f72\u6a21\u578b，\u8fd8\u53d6\u51b3\u4e8e\u6267\u884c\u7b56\u7565\u662f\u5426\u80fd\u5fe0\u5b9e\u5730\u5b9e\u73b0\u91cd\u5efa\u6280\u80fd\u3002<\/p>\n
\u88688：\u5de5\u5177\/\u7f16\u6392\u7b56\u7565\u8fc1\u79fb\u7ed3\u679c\u3002<\/p>\n
\n
\u5de5\u5177\/\u7f16\u6392\u7b56\u7565SR\/U (\u5e73\u5747)NSRNU\u53d1\u51fa\u7684\u53d7\u5bb3\u8005\u8c03\u7528<\/tr>\n \n\n deepagents<\/td>\n .600\/.833<\/td>\n .909<\/td>\n .965<\/td>\n 219<\/td>\n<\/tr>\n \n claude_agent_sdk<\/td>\n .400\/.631<\/td>\n .273<\/td>\n .234<\/td>\n 355<\/td>\n<\/tr>\n \n openai_agents<\/td>\n .400\/.667<\/td>\n .273<\/td>\n .364<\/td>\n 179<\/td>\n<\/tr>\n \n agno<\/td>\n .467\/.755<\/td>\n .486<\/td>\n .682<\/td>\n 177<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n 7 \u6f5c\u5728\u9632\u5fa1
\n\u672c\u6587\u4e2d\u7684\u6bcf\u4e2a\u5b9e\u9a8c\u5df2\u7ecf\u542f\u7528\u4e86\u4e00\u4e2a\u4e09\u90e8\u5206\u62ab\u9732\u9632\u62a4：\u4e00\u4e2a\u63d0\u53d6\u8f93\u5165\u68c0\u6d4b\u5668\u3001SkillGuard\u2075 \u4e0d\u62ab\u9732\u6307\u4ee4 [28] \u548c\u4e00\u4e2a\u7528\u4e8e\u590d\u5236\u53d7\u4fdd\u62a4\u6587\u672c\u7684\u8f93\u51fa\u8fc7\u6ee4\u5668\u3002\u6211\u4eec\u989d\u5916\u6dfb\u52a0\u4e86\u56db\u4e2a\u5728\u670d\u52a1\u4e0d\u540c\u70b9\u4f5c\u7528\u7684\u66ff\u4ee3\u9632\u5fa1\u63aa\u65bd\u3002D1 \u91cd\u5199\u5ba2\u6237\u4efb\u52a1\u5e76\u6dfb\u52a0\u4e0d\u62ab\u9732\u6307\u4ee4 [1]\u3002D2 \u79fb\u9664\u4e0e\u9690\u85cf\u6280\u80fd\u5171\u4eab\u53d7\u4fdd\u62a45-gram\u7684\u56de\u590d\u6216\u8ddf\u8e2a\u8bb0\u5f55 [33]\u3002D3 \u5c06 PSM \u9632\u62a4\u9644\u52a0\u5230\u7cfb\u7edf\u63d0\u793a [17]\u3002D4 \u7f29\u77ed\u516c\u5171\u6280\u80fd\u5361\u5230\u5176\u4efb\u52a1\u548c\u8def\u7531\u7ebf\u7d22，\u79fb\u9664\u5b9e\u73b0\u63d0\u793a，\u5982\u673a\u5236\u540d\u79f0\u548c\u5e38\u91cf\u3002<\/p>\n\u6211\u4eec\u4f7f\u7528 claude-opus-5 \u4f5c\u4e3a\u53d7\u5bb3\u8005，gemini-3.7-flash \u4f5c\u4e3a\u653b\u51fb\u8005，Output \u8bbf\u95ee\u548c\u9ed8\u8ba4 Daydreaming \u914d\u7f6e\u3002\u6211\u4eec\u4f7f\u7528\u4f5c\u8005\u7684\u914d\u7f6e，\u5e76\u5728 D0（\u539f\u59cb\u9632\u5fa1）\u4e4b\u4e0a\u5e94\u7528\u6bcf\u4e2a\u9632\u5fa1\u3002\u6211\u4eec\u5c06\u7814\u7a76\u9650\u5236\u5728\u4e0e\u9ed1\u76d2\u6258\u7ba1\u6a21\u578b\u517c\u5bb9\u7684\u9632\u5fa1\u63aa\u65bd；\u9700\u8981\u6743\u91cd\u3001\u5d4c\u5165\u3001\u6ce8\u610f\u529b\u72b6\u6001\u6216\u4ee4\u724c\u5bf9\u6570\u6982\u7387\u7684\u65b9\u6cd5\u4e0d\u5728\u8be5\u90e8\u7f72\u8bbe\u7f6e\u5185\u3002\u88689\u603b\u7ed3\u4e86\u56db\u79cd\u66ff\u4ee3\u9632\u5fa1\u63aa\u65bd\u3002<\/p>\n
\u88689：\u9488\u5bf9 Daydreaming \u8bc4\u4f30\u7684\u9632\u5fa1\u63aa\u65bd\u3002<\/p>\n
\n
ID\u9632\u5fa1\u6765\u6e90\u4f5c\u7528\u4e8e<\/tr>\n \n\n D0<\/td>\n \u65e0<\/td>\n \u2013<\/td>\n \u2013<\/td>\n<\/tr>\n \n D1<\/td>\n \u67e5\u8be2\u91cd\u5199 + \u6307\u4ee4\u9632\u5fa1<\/td>\n [1]<\/td>\n \u63d0\u793a<\/td>\n<\/tr>\n \n D2<\/td>\n 5-gram \u8f93\u51fa\u8fc7\u6ee4\u5668<\/td>\n [33]<\/td>\n \u56de\u590d\/\u8ddf\u8e2a<\/td>\n<\/tr>\n \n D3<\/td>\n PSM \u9632\u62a4\u9644\u52a0<\/td>\n [17]<\/td>\n \u63d0\u793a<\/td>\n<\/tr>\n \n D4<\/td>\n \u5e7f\u544a\u6700\u5c0f\u5316<\/td>\n [14]<\/td>\n \u6280\u80fd\u63cf\u8ff0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u886810：\u5728\u6bcf\u4e2a\u9632\u5fa1\u4e0b\u91cd\u5efa\u6280\u80fd\u5728\u4fdd\u7559\u96c6\u4e0a\u7684\u6709\u6548\u6027\u3002SR \u548c U \u4f7f\u7528\u7b2c6.1\u8282\u7684\u5b9a\u4e49\u3002<\/p>\n
\n
IDSRU<\/tr>\n \n\n D0<\/td>\n .286<\/td>\n .395<\/td>\n<\/tr>\n \n D1<\/td>\n .308<\/td>\n .621<\/td>\n<\/tr>\n \n D2<\/td>\n .308<\/td>\n .367<\/td>\n<\/tr>\n \n D3<\/td>\n .400<\/td>\n .707<\/td>\n<\/tr>\n \n D4<\/td>\n .308<\/td>\n .638<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u886810\u62a5\u544a\u4e86\u4e0e\u6574\u4e2a\u8bc4\u4f30\u4e2d\u76f8\u540c\u7684\u4efb\u52a1\u5e73\u5747\u6210\u529f\u7387（SR）\u548c\u884c\u4e3a\u6548\u7528（U）\u3002\u56e0\u4e3a\u6bcf\u4e2a\u9632\u5fa1\u9700\u8981\u4e00\u6b21\u65b0\u7684\u91cd\u5efa\u8fd0\u884c，D0 \u662f\u8be5\u5b9e\u9a8c\u7684\u5339\u914d\u53c2\u8003；\u5404\u884c\u4e0d\u5e94\u4e0e\u4e0d\u540c\u8fd0\u884c\u7684\u91cd\u5efa\u8fdb\u884c\u6bd4\u8f83\u3002\u53ea\u6709 D2 \u964d\u4f4e\u4e86 U，\u4ece .395 \u964d\u81f3 .367，\u4e14\u672a\u964d\u4f4e SR\u3002D1\u3001D3 \u548c D4 \u53cd\u800c\u4ea7\u751f\u6bd4 D0 \u66f4\u9ad8\u7684 U\u3002\u56e0\u6b64，\u56db\u79cd\u6dfb\u52a0\u63aa\u65bd\u4e2d\u6ca1\u6709\u4efb\u4f55\u4e00\u79cd\u80fd\u964d\u4f4e\u91cd\u5efa\u6280\u80fd\u6709\u6548\u6027\u7684\u4e24\u4e2a\u6307\u6807\u3002<\/p>\n
\u8fd9\u79cd\u6709\u9650\u6548\u679c\u6e90\u4e8e\u9632\u5fa1\u68c0\u67e5\u7684\u5185\u5bb9\u3002D1 \u9488\u5bf9\u63d0\u53d6\u5f62\u72b6\u7684\u4efb\u52a1\u8bf7\u6c42，\u800c Daydreaming \u63d0\u4ea4\u666e\u901a\u5ba2\u6237\u4efb\u52a1；\u5b83\u5f15\u8d77\u4e86\u516b\u6b21\u6a21\u578b\u62d2\u7edd，\u4f46\u672a\u8bb0\u5f55\u4efb\u4f55\u88ab\u963b\u6b62\u7684\u8f93\u5165\u6216\u8fc7\u6ee4\u7ed3\u679c\u3002D2 \u76f4\u63a5\u4f5c\u7528\u4e8e\u8fd4\u56de\u4fe1\u606f，\u56e0\u6b64\u66f4\u9891\u7e41\u5730\u5e72\u9884：\u5b83\u8fc7\u6ee4\u4e86179\u4e2a\u56de\u590d\u4e2d\u768418\u4e2a（10.1%），\u5e76\u7f16\u8f91\u4e86271\u6761\u8ddf\u8e2a\u8bb0\u5f55\u3002\u540e\u8005\u5728 Output \u7ea7\u522b\u4e0d\u53ef\u89c1，\u56e0\u6b64\u4e0d\u4f1a\u6539\u53d8\u672c\u5b9e\u9a8c\u7684\u89c2\u5bdf\u7ed3\u679c\u3002\u5373\u4fbf\u5982\u6b64，\u5269\u4f59\u7684\u4efb\u52a1\u7ed3\u679c\u8db3\u4ee5\u91cd\u5efa\u5177\u6709 SR\/U .308\/.367 \u7684\u6280\u80fd\u3002D3 \u6539\u53d8\u6307\u4ee4\u9075\u5faa，\u800c\u975e\u5408\u6cd5\u4efb\u52a1\u7ed3\u679c\u4e2d\u5305\u542b\u7684\u4fe1\u606f，D4 \u4ec5\u79fb\u9664\u653b\u51fb\u8005\u7684\u521d\u59cb\u63d0\u793a\u3002<\/p>\n
\u886811：\u6bcf\u4e2a\u9632\u5fa1\u4e0b\u7684\u653b\u51fb\u8d44\u6e90，\u4e03\u9879\u6280\u80fd\u603b\u548c\u3002Q_T \u548c Q_A \u5206\u522b\u8868\u793a\u53d7\u5bb3\u8005\u4efb\u52a1\u548c\u653b\u51fb\u8005\u6a21\u578b\u8c03\u7528\u3002<\/p>\n
\n
IDQ_TQ_A\u653b\u51fb\u8005 USD\u53d7\u5bb3\u8005 USD\u2020<\/tr>\n \n\n D0<\/td>\n 138<\/td>\n 1128<\/td>\n .223<\/td>\n 78.84<\/td>\n<\/tr>\n \n D1<\/td>\n 156<\/td>\n 1154<\/td>\n 4.676<\/td>\n 100.82<\/td>\n<\/tr>\n \n D2<\/td>\n 117<\/td>\n 922<\/td>\n .305<\/td>\n 68.52<\/td>\n<\/tr>\n \n D3<\/td>\n 115<\/td>\n 913<\/td>\n .202<\/td>\n 70.16<\/td>\n<\/tr>\n \n D4<\/td>\n 131<\/td>\n 955<\/td>\n .080<\/td>\n 72.12<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u8fd9\u4e9b\u6dfb\u52a0\u53ef\u4ee5\u6539\u53d8\u6210\u672c\u800c\u4e0d\u505c\u6b62\u653b\u51fb\u3002\u886811\u663e\u793a D1 \u5c06\u653b\u51fb\u8005\u82b1\u8d39\u4ece $0.22 \u63d0\u9ad8\u5230 $4.68，\u4e03\u9879\u6280\u80fd\u7684\u53d7\u5bb3\u8005\u7aef\u6210\u672c\u4ece $78.84 \u63d0\u9ad8\u5230 $100.82，\u4f46\u5176\u91cd\u5efa\u6bd4 D0 \u66f4\u6709\u7528\u3002D2 \u63d0\u4f9b\u4e86\u552f\u4e00\u6d4b\u91cf\u7684\u6548\u7528\u964d\u4f4e\u2014\u20142.8 \u4e2a\u767e\u5206\u70b9\u2014\u2014\u4f46\u4e5f\u51cf\u5c11\u4e86\u53d7\u5bb3\u8005\u8c03\u7528\u6570\u91cf\u4e14\u672a\u964d\u4f4e SR\u3002\u56e0\u6b64，\u4ee5\u53ef\u7591\u8bf7\u6c42\u6216\u590d\u5236\u6587\u672c\u4e3a\u4e2d\u5fc3\u7684\u9632\u5fa1\u63aa\u65bd\u5e76\u672a\u76f4\u63a5\u89e3\u51b3\u901a\u8fc7\u5408\u6cd5\u4efb\u52a1\u6267\u884c\u7d2f\u79ef\u63ed\u793a\u7684\u884c\u4e3a\u4fe1\u606f\u3002\u4fdd\u62a4\u6b64\u5de5\u4f5c\u8def\u5f84\u4ecd\u7136\u662f\u4e00\u4e2a\u5f00\u653e\u95ee\u9898\u3002<\/p>\n
8 \u8ba8\u8bba
\n\u201c\u7a83\u53d6\u201d\u6280\u80fd\u610f\u5473\u7740\u4ec0\u4e48？
\nDaydreaming \u5e76\u4e0d\u58f0\u79f0\u6062\u590d\u4f9b\u5e94\u5546\u7684\u786e\u5207\u5b9e\u73b0\u3002\u4e8b\u5b9e\u4e0a，\u547d\u98984.1\u8868\u660e，\u4ec5\u51ed\u6267\u884c\u89c2\u5bdf\u901a\u5e38\u65e0\u6cd5\u8bc6\u522b\u786e\u5207\u6e90\u4ee3\u7801\u6062\u590d\u3002\u76f8\u53cd，\u6211\u4eec\u91c7\u7528\u6a21\u578b\u63d0\u53d6\u4e2d\u7684\u529f\u80fd\u7a83\u53d6\u6982\u5ff5：\u653b\u51fb\u8005\u83b7\u5f97\u4e00\u4e2a\u66ff\u4ee3\u8d44\u4ea7，\u91cd\u73b0\u7ecf\u6d4e\u4e0a\u6709\u4ef7\u503c\u7684\u884c\u4e3a，\u800c\u65e0\u9700\u6062\u590d\u539f\u59cb\u5b9e\u73b0 [27]\u3002\u91cd\u5efa\u7684\u6280\u80fd\u53ef\u80fd\u5728\u6587\u4ef6\u540d\u3001\u4ee3\u7801\u7ed3\u6784\u6216\u5b9e\u73b0\u7ec6\u8282\u4e0a\u6709\u6240\u4e0d\u540c，\u540c\u65f6\u4fdd\u7559\u7528\u6237\u4ed8\u8d39\u7684\u51b3\u7b56\u3002\u76f8\u53cd，\u4ec5\u6587\u672c\u76f8\u4f3c\u6027\u5e76\u4e0d\u610f\u5473\u7740\u6b63\u786e\u6267\u884c\u3002\u56e0\u6b64，\u6211\u4eec\u5c06\u4fdd\u7559\u884c\u4e3a\u6548\u7528\u4f5c\u4e3a\u4e3b\u8981\u8bc4\u4f30\u6307\u6807，\u7ed3\u6784\u76f8\u4f3c\u6027\u4ec5\u4f5c\u4e3a\u652f\u6301\u8bc1\u636e\u3002\u4ece\u63d0\u4f9b\u8005\u7684\u89d2\u5ea6\u6765\u770b，\u5173\u952e\u635f\u5931\u4e0d\u662f SKILL.md \u7684\u6cc4\u9732，\u800c\u662f\u6258\u7ba1\u80fd\u529b\u7684\u53ef\u79fb\u690d\u66ff\u4ee3\u54c1\u7684\u521b\u5efa\u3002<\/p>\n\u53ef\u7f16\u7a0b\u6027\u548c\u6df7\u6dc6\u3002\u00a0\u4e00\u79cd\u81ea\u7136\u9632\u5fa1\u662f\u5c06\u654f\u611f\u6280\u80fd\u903b\u8f91\u4ece\u63d0\u793a\u548c\u53c2\u8003\u6587\u4ef6\u79fb\u52a8\u5230\u901a\u8fc7\u7a84\u7c7b\u578b\u63a5\u53e3\u516c\u5f00\u7684\u63d0\u4f9b\u8005\u63a7\u5236\u4ee3\u7801\u4e2d\u3002\u9690\u85cf\u8f68\u8ff9 [30] \u548c\u6df7\u6dc6\u5ba2\u6237\u7aef\u53ef\u89c1\u7ec4\u4ef6 [23] \u53ef\u4ee5\u9690\u85cf\u6587\u4ef6\u540d\u3001\u63a7\u5236\u6d41\u3001\u8868\u548c\u4e2d\u95f4\u72b6\u6001，\u51cf\u5c11\u653b\u51fb\u8005\u53ef\u7528\u7684\u7ed3\u6784\u4fe1\u53f7\u3002\u7136\u800c，\u8fd9\u5e76\u4e0d\u80fd\u6d88\u9664\u884c\u4e3a\u6cc4\u9732：\u5982\u679c\u81ea\u9002\u5e94\u67e5\u8be2\u4ecd\u7136\u5230\u8fbe\u5177\u6709\u7cbe\u786e\u8f93\u51fa\u7684\u786e\u5b9a\u6027\u63a5\u53e3，\u9ed1\u76d2\u8bc6\u522b\u4ecd\u7136\u662f\u53ef\u80fd\u7684\u3002\u56e0\u6b64，\u6709\u6548\u4fdd\u62a4\u8fd8\u9700\u8981\u9650\u5236\u8f93\u51fa\u7cbe\u5ea6\u5e76\u7ea6\u675f\u6216\u5ba1\u8ba1\u81ea\u9002\u5e94\u67e5\u8be2\u3002\u8fd9\u4e9b\u63aa\u65bd\u589e\u52a0\u5b9e\u73b0\u6210\u672c，\u53ef\u80fd\u964d\u4f4e\u53ef\u8c03\u8bd5\u6027\u3001\u53ef\u5ba1\u8ba1\u6027\u6216\u6548\u7528，\u800c\u8db3\u591f\u4fe1\u606f\u6027\u7684\u8f93\u51fa\u53ef\u80fd\u4ecd\u7136\u4f7f\u529f\u80fd\u91cd\u5efa\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n
9 \u7ed3\u8bba
\n\u6211\u4eec\u63d0\u51fa\u4e86 Daydreaming，\u4e00\u79cd\u901a\u8fc7\u666e\u901a\u4efb\u52a1\u4ea4\u4e92\u91cd\u5efa\u9690\u85cf\u667a\u80fd\u4f53\u6280\u80fd\u7684\u7eaf\u6267\u884c\u653b\u51fb\u3002\u5728\u591a\u79cd\u6280\u80fd\u548c\u53d7\u5bb3\u8005\u6a21\u578b\u4e0a，Daydreaming \u5373\u4f7f\u5728\u4ec5 Output \u8bbf\u95ee\u4e0b\u4e5f\u80fd\u6062\u590d\u5927\u91cf\u4fdd\u7559\u529f\u80fd，\u800c\u65e0\u9700\u76f4\u63a5\u8bf7\u6c42\u53d7\u4fdd\u62a4\u6280\u80fd\u3002\u6211\u4eec\u7684\u7ed3\u679c\u8868\u660e，\u5f53\u6b63\u5e38\u4efb\u52a1\u6267\u884c\u672c\u8eab\u6cc4\u9732\u8db3\u591f\u7684\u91cd\u5efa\u884c\u4e3a\u8bc1\u636e\u65f6，\u9690\u85cf\u6280\u80fd\u6587\u4ef6\u548c\u963b\u6b62\u62ab\u9732\u662f\u4e0d\u591f\u7684\u3002\u56e0\u6b64，\u4fdd\u62a4\u6258\u7ba1\u667a\u80fd\u4f53\u6280\u80fd\u9700\u8981\u89e3\u51b3\u901a\u8fc7\u5de5\u4f5c\u8def\u5f84\u800c\u975e\u4ec5\u76f4\u63a5\u62ab\u9732\u7684\u884c\u4e3a\u6cc4\u9732\u9632\u5fa1\u63aa\u65bd\u3002<\/p>\nA \u8bc4\u4f30\u7ec6\u8282<\/p>\n
\u886812：\u9ed8\u8ba4 Daydreaming \u53c2\u6570\u3002<\/p>\n
\n
\u53c2\u6570\u9ed8\u8ba4\u503c<\/tr>\n \n\n \u79cd\u5b50\u5c5e\u6027<\/td>\n 14\u201318<\/td>\n<\/tr>\n \n \u6bcf\u4e2a\u5206\u7ec4\u63a2\u6d4b\u7684\u5143\u7d20<\/td>\n \u2264 4<\/td>\n<\/tr>\n \n \u9636\u6bb51\u7ec6\u5316\u8f6e\u6b21<\/td>\n 4<\/td>\n<\/tr>\n \n \u9636\u6bb51\u6bcf\u4e2a\u63a2\u6d4b\u7684\u5185\u5bb9\u5c1d\u8bd5<\/td>\n 2<\/td>\n<\/tr>\n \n \u9608\u503c\u5019\u9009 \/ \u4e8c\u5206\u6b21\u6570<\/td>\n \u2264 4 \/ 2<\/td>\n<\/tr>\n \n \u7ea6\u5b9a\u5907\u9009\u65b9\u6848<\/td>\n 2\u20134<\/td>\n<\/tr>\n \n \u5305\u5047\u8bbe<\/td>\n 6<\/td>\n<\/tr>\n \n \u6bcf\u4e2a\u6587\u4ef6\u7684\u521d\u59cb\u5206\u652f \/ \u6807\u51c6<\/td>\n \u2264 3 \/ \u2264 5<\/td>\n<\/tr>\n \n \u65b9\u9762\u5206\u6570 \/ \u751f\u6210\u6b21\u6570<\/td>\n 0\u201310 \/ 3<\/td>\n<\/tr>\n \n \u603b\u76ee\u6807\u9884\u7b97 \/ \u5305<\/td>\n 96<\/td>\n<\/tr>\n \n \u63a2\u7d22 \/ \u533a\u5206 \/ \u7ec6\u5316<\/td>\n 64 \/ 12 \/ 20<\/td>\n<\/tr>\n \n \u9636\u6bb53\u65b9\u6cd5<\/td>\n EGAE<\/td>\n<\/tr>\n \n \u6587\u4ef6\u51c6\u5165<\/td>\n \u53d7\u5bb3\u8005\u8bc1\u660e\u7684\u8bc1\u636e<\/td>\n<\/tr>\n \n \u53d7\u5bb3\u8005 \/ \u653b\u51fb\u8005\u8f93\u51fa\u4e0a\u9650<\/td>\n 4,096 \/ \u65e0<\/td>\n<\/tr>\n \n \u53d7\u5bb3\u8005 \/ \u653b\u51fb\u8005\u6e29\u5ea6<\/td>\n .2 \/ .7<\/td>\n<\/tr>\n \n \u53d7\u5bb3\u8005 \/ \u653b\u51fb\u8005 top-p<\/td>\n .95 \/ .95<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u886813：\u6bcf\u4e2a\u53d7\u5bb3\u8005\u8f7d\u4f53\u7684\u5de5\u5177\u7b56\u7565\u3002Agno \u4e0d\u66b4\u9732\u6587\u4ef6\u7cfb\u7edf\u6216 shell \u5de5\u5177；\u5176\u6280\u80fd\u52a0\u8f7d\u5668\u662f\u552f\u4e00\u7684\u5de5\u5177\u96c6\u3002<\/p>\n
\n
\u80fd\u529b\u53ef\u7528\u5de5\u5177<\/tr>\n \n\n deepagents (ver. 0.7.6)<\/td>\n \u00a0<\/td>\n<\/tr>\n \n \u6587\u4ef6\u68c0\u67e5<\/td>\n ls, read_file, glob, grep<\/td>\n<\/tr>\n \n \u6587\u4ef6\u4fee\u6539<\/td>\n write_file, edit_file, delete<\/td>\n<\/tr>\n \n \u7a0b\u5e8f\u6267\u884c<\/td>\n execute<\/td>\n<\/tr>\n \n \u4efb\u52a1\u59d4\u6d3e<\/td>\n task<\/td>\n<\/tr>\n \n claude_agent_sdk (ver. 0.2.139)<\/td>\n \u00a0<\/td>\n<\/tr>\n \n \u6587\u4ef6\u68c0\u67e5<\/td>\n Read, Glob, Grep<\/td>\n<\/tr>\n \n \u6587\u4ef6\u4fee\u6539<\/td>\n Write, Edit<\/td>\n<\/tr>\n \n \u7a0b\u5e8f\u6267\u884c<\/td>\n Bash<\/td>\n<\/tr>\n \n \u6280\u80fd\u8c03\u7528<\/td>\n Skill<\/td>\n<\/tr>\n \n openai_agents (ver. 0.20.0)<\/td>\n \u00a0<\/td>\n<\/tr>\n \n \u6587\u4ef6\u68c0\u67e5<\/td>\n list_files, read_file<\/td>\n<\/tr>\n \n \u7a0b\u5e8f\u6267\u884c<\/td>\n run_bash<\/td>\n<\/tr>\n \n agno (ver. 2.9.0)<\/td>\n \u00a0<\/td>\n<\/tr>\n \n \u6280\u80fd\u52a0\u8f7d<\/td>\n get_skill_instructions, get_skill_reference, get_skill_script<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u886814：\u4e03\u4e2a\u53d7\u63a7\u6280\u80fd\u5305\u7684\u63cf\u8ff0\u6027\u7279\u5f81\u3002\u6587\u4ef6\u8ba1\u6570\u4e0d\u5305\u62ec\u6307\u4ee4\u6587\u4ef6\u3002<\/p>\n
\n
\u6280\u80fd\u5305\u63cf\u8ff0\u6307\u4ee4\u4ee4\u724c\u6587\u4ef6\u6570\u5b57\u8282\u6570\u5de5\u5177\u6570<\/tr>\n \n\n xlsx<\/td>\n \u7535\u5b50\u8868\u683c\u521b\u5efa\u3001\u7f16\u8f91\u3001\u5206\u6790\u548c\u516c\u5f0f\u91cd\u65b0\u8ba1\u7b97\u3002<\/td>\n 2,650<\/td>\n 2<\/td>\n 18,362<\/td>\n 1<\/td>\n<\/tr>\n \n pddl-skills<\/td>\n PDDL \u52a0\u8f7d\u3001\u8ba1\u5212\u5408\u6210\u548c\u6b63\u786e\u6027\u9a8c\u8bc1\u3002<\/td>\n 718<\/td>\n 4<\/td>\n 4,672<\/td>\n 0<\/td>\n<\/tr>\n \n pcap-analysis<\/td>\n \u4f7f\u7528\u7ecf\u8fc7\u6d4b\u8bd5\u7684 Python \u5b9e\u7528\u7a0b\u5e8f\u8fdb\u884c PCAP \u5206\u6790\u548c\u7f51\u7edc\u7edf\u8ba1\u3002<\/td>\n 3,818<\/td>\n 1<\/td>\n 23,660<\/td>\n 1<\/td>\n<\/tr>\n \n threat-detection<\/td>\n \u626b\u63cf\u3001\u62d2\u7edd\u670d\u52a1\u548c\u4fe1\u6807\u68c0\u6d4b\u9608\u503c\u3002<\/td>\n 1,344<\/td>\n 0<\/td>\n 5,136<\/td>\n 0<\/td>\n<\/tr>\n \n cvss-score-extraction<\/td>\n \u4ece\u6f0f\u6d1e\u6e90\u63d0\u53d6 CVSS \u5e76\u5177\u6709\u56de\u9000\u5904\u7406\u3002<\/td>\n 2,368<\/td>\n 0<\/td>\n 9,163<\/td>\n 0<\/td>\n<\/tr>\n \n trivy-offline-vulnerability-scanning<\/td>\n \u65e0\u9700\u4e92\u8054\u7f51\u8bbf\u95ee\u7684\u79bb\u7ebf Trivy \u6f0f\u6d1e\u626b\u63cf\u3002<\/td>\n 1,706<\/td>\n 0<\/td>\n 7,180<\/td>\n 0<\/td>\n<\/tr>\n \n vulnerability-csv-reporting<\/td>\n \u5177\u6709\u8fc7\u6ee4\u548c\u683c\u5f0f\u5316\u7684\u7ed3\u6784\u5316 CSV \u5b89\u5168\u62a5\u544a\u3002<\/td>\n 2,859<\/td>\n 0<\/td>\n 12,202<\/td>\n 0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u886815：\u4e0e\u5148\u524d\u653b\u51fb\u548c\u57fa\u7ebf\u7684\u6bd4\u8f83\u3002\u6bcf\u4e2a\u5355\u5143\u683c\u62a5\u544a SR\/NSR \u5728 U\/NU \u4e4b\u4e0a\u3002<\/p>\n
\n
\u53d7\u5bb3\u8005 (SR\/NSR \u4e4b\u4e0a U\/NU)\u8d44\u6e90<\/tr>\n \n\n \u65b9\u6cd5<\/td>\n \u5a01\u80c1\u7ea7\u522b<\/td>\n claude-opus-5<\/td>\n gpt-5.6-sol<\/td>\n kimi-k3<\/td>\n Q_T<\/td>\n Q_A<\/td>\n USD\/\u6280\u80fd<\/td>\n<\/tr>\n \n \u65e0\u6280\u80fd（\u5171\u4eab）<\/td>\n \u795e\u8c15<\/td>\n .314\/.000 [0.6pt] .566\/.000<\/td>\n N\/A<\/td>\n N\/A<\/td>\n N\/A<\/td>\n N\/A<\/td>\n<\/tr>\n \n \u539f\u59cb\u6280\u80fd（\u5171\u4eab）<\/td>\n \u795e\u8c15<\/td>\n .629\/1.000 [0.6pt] .843\/1.000<\/td>\n N\/A<\/td>\n N\/A<\/td>\n N\/A<\/td>\n N\/A<\/td>\n<\/tr>\n \n Daydreaming<\/td>\n Output<\/td>\n .400\/.273 [0.6pt] .764\/.716<\/td>\n .371\/.182 [0.6pt] .665\/.358<\/td>\n .543\/.727 [0.6pt] .806\/.868<\/td>\n 31.3\u201332.8<\/td>\n 160\u2013209<\/td>\n 3.47\u201315.07<\/td>\n<\/tr>\n \n BBS\u2020<\/td>\n Output<\/td>\n .225\/\u2212.284 [0.6pt] .485\/\u2212.295<\/td>\n .236\/\u2212.249 [0.6pt] .443\/\u2212.446<\/td>\n .167\/\u2212.468 [0.6pt] .424\/\u2212.515<\/td>\n 12<\/td>\n 17<\/td>\n .0096\u2013.0130<\/td>\n<\/tr>\n \n SigLeak<\/td>\n \u589e\u5f3a\u8f68\u8ff9<\/td>\n .433\/.378 [0.6pt] .450\/\u2212.421<\/td>\n .333\/.060 [0.6pt] .371\/\u2212.707<\/td>\n .367\/.168 [0.6pt] .480\/\u2212.313<\/td>\n 6.8\u20137.2<\/td>\n 10.0\u201311.2<\/td>\n 2.07\u201310.14<\/td>\n<\/tr>\n \n Fixed probes<\/td>\n Output<\/td>\n .533\/.696 [0.6pt] .640\/.266<\/td>\n .600\/.909 [0.6pt] .637\/.255<\/td>\n .333\/.060 [0.6pt] .269\/\u22121.076<\/td>\n 40<\/td>\n 78.43\u2013117.71<\/td>\n 2.21\u201319.87<\/td>\n<\/tr>\n \n One-pass synthesis（\u5171\u4eab）<\/td>\n \u65e0\u53d7\u5bb3\u8005<\/td>\n .167\/\u2212.468 [0.6pt] .368\/\u2212.718<\/td>\n 0<\/td>\n 1<\/td>\n .0083<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n NSR \u548c NU \u672a\u88c1\u526a，\u5206\u522b\u4f7f\u7528\u5171\u4eab\u7684\u65e0\u6280\u80fd\/\u539f\u59cb\u5b8f\u89c2\u951a\u70b9 .314\/.629 \u548c .566\/.843\u3002<\/p>\n
\u8f93\u5165\u68c0\u6d4b\u5668\u5728\u53d7\u5bb3\u8005\u6a21\u578b\u6267\u884c\u524d\u62d2\u7edd\u4e86 251\/252 \u4e2a\u8ba1\u5212\u7684 BBS \u76ee\u6807\u5c1d\u8bd5\u3002<\/p>\n
\u886816：\u8de8\u6e90\u53d7\u5bb3\u8005\u6a21\u578b\u7684\u5019\u9009\u9010\u4efb\u52a1\u7ed3\u679c\u3002\u653b\u51fb\u8005\u4e3a gemini-3.7-flash，\u90e8\u7f72\u6a21\u578b\u4e3a glm-5.3，\u4efb\u52a1\u5355\u5143\u683c\u62a5\u544a SR_b\/U_b\u3002\u6c47\u603b SR\/U \u5e73\u5747\u6240\u6709\u4e94\u4e2a\u4efb\u52a1；NSR \u548c NU \u4f7f\u7528\u5171\u4eab\u7684\u65e0\u6280\u80fd\u548c\u539f\u59cb\u5b8f\u89c2\u951a\u70b9\u3002<\/p>\n
\n
\u6e90\u53d7\u5bb3\u8005（\u5bb6\u65cf\/\u89c4\u6a21）ProteinAirportTPPDAPTSDASR\/U (\u5e73\u5747)NSRNUQ_T\u90e8\u7f72?<\/tr>\n \n\n claude-opus-5 (Anthropic\/L)<\/td>\n 1.000\/1.000<\/td>\n .143\/.500<\/td>\n .857\/.857<\/td>\n .000\/.714<\/td>\n .000\/.750<\/td>\n .400\/.764<\/td>\n .273<\/td>\n .716<\/td>\n 229<\/td>\n .948<\/td>\n<\/tr>\n \n claude-sonnet-5 (Anthropic\/M)<\/td>\n .667\/.833<\/td>\n 1.000\/1.000<\/td>\n .667\/.667<\/td>\n .000\/.333<\/td>\n .000\/.750<\/td>\n .467\/.717<\/td>\n .486<\/td>\n .545<\/td>\n 214<\/td>\n .882<\/td>\n<\/tr>\n \n claude-haiku-4.5 (Anthropic\/S)<\/td>\n .333\/.667<\/td>\n .333\/.667<\/td>\n 1.000\/1.000<\/td>\n .000\/.619<\/td>\n .000\/.750<\/td>\n .333\/.740<\/td>\n .060<\/td>\n .628<\/td>\n 159<\/td>\n 1.000<\/td>\n<\/tr>\n \n gpt-5.6-sol (OpenAI\/L)<\/td>\n .857\/.929<\/td>\n .286\/.571<\/td>\n .571\/.643<\/td>\n .000\/.398<\/td>\n .143\/.786<\/td>\n .371\/.665<\/td>\n .182<\/td>\n .358<\/td>\n 219<\/td>\n 1.000<\/td>\n<\/tr>\n \n gpt-5.6-terra (OpenAI\/M)<\/td>\n .000\/.500<\/td>\n .000\/.167<\/td>\n 1.000\/1.000<\/td>\n .000\/.619<\/td>\n .000\/.750<\/td>\n .200\/.607<\/td>\n \u2212.363<\/td>\n .147<\/td>\n 200<\/td>\n 1.000<\/td>\n<\/tr>\n \n gpt-5.6-luna (OpenAI\/S)<\/td>\n .667\/.833<\/td>\n 1.000\/1.000<\/td>\n 1.000\/1.000<\/td>\n .000\/.500<\/td>\n .000\/.417<\/td>\n .533\/.750<\/td>\n .696<\/td>\n .664<\/td>\n 170<\/td>\n 1.000<\/td>\n<\/tr>\n \n kimi-k3 (Moonshot\/L)<\/td>\n 1.000\/1.000<\/td>\n .000\/.500<\/td>\n 1.000\/1.000<\/td>\n .000\/.602<\/td>\n .714\/.929<\/td>\n .543\/.806<\/td>\n .727<\/td>\n .868<\/td>\n 220<\/td>\n 1.000<\/td>\n<\/tr>\n \n gemini-3.7-flash\u2020 (Google\/S)<\/td>\n 1.000\/1.000<\/td>\n .000\/.333<\/td>\n .333\/.333<\/td>\n .000\/.214<\/td>\n .000\/.500<\/td>\n .267\/.476<\/td>\n \u2212.150<\/td>\n \u2212.327<\/td>\n 191<\/td>\n 1.000<\/td>\n<\/tr>\n \n \u65e0\u6280\u80fd（\u5171\u4eab）<\/td>\n .571\/.786<\/td>\n .000\/.357<\/td>\n 1.000\/1.000<\/td>\n .000\/.153<\/td>\n .000\/.536<\/td>\n .314\/.566<\/td>\n .000<\/td>\n .000<\/td>\n \u2013<\/td>\n 1.000<\/td>\n<\/tr>\n \n \u539f\u59cb（\u5171\u4eab）<\/td>\n .714\/.857<\/td>\n .286\/.571<\/td>\n 1.000\/1.000<\/td>\n 1.000\/1.000<\/td>\n .143\/.786<\/td>\n .629\/.843<\/td>\n 1.000<\/td>\n 1.000<\/td>\n \u2013<\/td>\n .980<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n NSR \u548c NU \u672a\u88c1\u526a，\u5206\u522b\u4f7f\u7528\u5171\u4eab\u7684\u65e0\u6280\u80fd\/\u539f\u59cb\u5b8f\u89c2\u951a\u70b9 .314\/.629 \u548c .566\/.843\u3002<\/p>\n
\u6b64\u884c\u91cd\u7528\u653b\u51fb\u8005\u6a21\u578b\u4f5c\u4e3a\u6e90\u53d7\u5bb3\u8005，\u5e76\u4ece\u4e03\u53d7\u5bb3\u8005\u603b\u7ed3\u4e2d\u6392\u9664\u3002<\/p>\n
\u886817：\u7ed3\u6784\u76f8\u4f3c\u6027\u4e0e\u7ed3\u679c\u4e4b\u95f4\u7684\u5019\u9009 Spearman \u76f8\u5173\u6027\u3002U \u8868\u793a\u5206\u7ea7\u6548\u7528，SR \u8868\u793a\u4e25\u683c\u4e8c\u5143\u6210\u529f，\u533a\u95f4\u4e3a\u805a\u7c7b\u81ea\u52a9\u6cd5 95% CI\u3002<\/p>\n
\n
\u9884\u6d4b\u53d8\u91cf\u7ed3\u679c\u03c195% CI<\/tr>\n \n\n \u7aef\u5230\u7aef ROUGE-L<\/td>\n U<\/td>\n .037<\/td>\n [-.454, .737]<\/td>\n<\/tr>\n \n \u7aef\u5230\u7aef ROUGE-L<\/td>\n SR<\/td>\n -.225<\/td>\n [-.547, .544]<\/td>\n<\/tr>\n \n \u6587\u4ef6\u6811 F1<\/td>\n U<\/td>\n -.051<\/td>\n [-.529, .365]<\/td>\n<\/tr>\n \n \u6587\u4ef6\u6811 F1<\/td>\n SR<\/td>\n -.001<\/td>\n [-.367, .388]<\/td>\n<\/tr>\n \n \u6280\u80fd\u6587\u672c\u4f59\u5f26<\/td>\n U<\/td>\n .145<\/td>\n [-.546, .349]<\/td>\n<\/tr>\n \n \u6280\u80fd\u6587\u672c\u4f59\u5f26<\/td>\n SR<\/td>\n -.070<\/td>\n [-.579, .401]<\/td>\n<\/tr>\n \n \u7ed3\u6784 F1<\/td>\n U<\/td>\n .054<\/td>\n [-.471, .632]<\/td>\n<\/tr>\n \n \u7ed3\u6784 F1<\/td>\n SR<\/td>\n -.160<\/td>\n [-.482, .495]<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"
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