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\"\u4f55\u607a\u660e\u56e2\u961f\u53d1\u5e03\u591a\u6a21\u6001Harness\u6846\u67b6\"\/<\/div><\/figure>\n
\"\u4f55\u607a\u660e\u56e2\u961f\u53d1\u5e03\u591a\u6a21\u6001Harness\u6846\u67b6\"\/<\/div><\/figure>\n
\"\u4f55\u607a\u660e\u56e2\u961f\u53d1\u5e03\u591a\u6a21\u6001Harness\u6846\u67b6\"\/<\/div><\/figure>\n

henry \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u591a\u6a21\u6001\u6a21\u578b\u7684\u89c6\u89c9\u539f\u751fHarness\uff0c\u6765\u4e86\uff01<\/p>\n

\u6700\u8fd1\uff0c\u4f55\u607a\u660e\u56e2\u961f\u5728\u6700\u65b0\u8bba\u6587\u300aVISTA: A Visual Harness for Reasoning in an Interactive World\u300b\u4e2d\uff0c\u63d0\u51fa\u4e86\u4e00\u5957\u89c6\u89c9\u539f\u751f\u7684Harness\u2014\u2014<\/p>\n

VISTA\u3002<\/p>\n

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\u57fa\u4e8e\u8fd9\u5957\u65b9\u6cd5\uff0c\u89c6\u89c9\u7ecf\u9a8c\u6210\u4e3a\u4e86\u6a21\u578b\u968f\u65f6\u8c03\u7528\u3001\u53cd\u590d\u68c0\u67e5\u7684\u4e0a\u4e0b\u6587\uff0c\u800c\u591a\u6a21\u6001\u6a21\u578b\uff0c\u4e5f\u6709\u4e86\u56f4\u7ed5\u89c6\u89c9\u8bb0\u5fc6\u642d\u5efa\u7684\u539f\u751f\u811a\u624b\u67b6\u3002<\/p>\n

\u5728\u8bc4\u6d4b\u65b9\u9762\uff0c\u642d\u914dVISTA\uff0cClaude Opus 5.0\u5b8c\u6210\u4e86ARC-AGI-3\u5168\u90e825\u4e2a\u516c\u5f00\u6e38\u620f\uff0c\u76f8\u5bf9\u4eba\u7c7b\u52a8\u4f5c\u6548\u7387\u5f97\u5206\u8fbe\u5230\u6ee1\u5206100\uff0c\u6240\u7528\u6e38\u620f\u52a8\u4f5c\u6570\u6bd4\u9996\u6b21\u6e38\u73a9\u7684\u4eba\u7c7b\u57fa\u7ebf\u5c1157.4%\u3002<\/p>\n

\u6362\u6210GPT-5.6 Sol\uff0c\u540c\u6837\u5168\u90e8\u901a\u5173\uff0c\u5f97\u5206\u8fbe\u523099\u3002<\/p>\n

\u66f4\u8fdb\u4e00\u6b65\uff0c\u56e2\u961f\u8fd8\u5728\u6d4f\u89c8\u5668\u6e38\u620f\u3001\u8ff7\u5bab\u548c\u8fde\u7ebf\u9898\u4e2d\u9a8c\u8bc1\u4e86\u8fd9\u5957\u65b9\u6cd5\uff0c\u5e76\u5c06\u66f4\u63a5\u8fd1\u7269\u7406\u4e16\u754c\u7684\u5177\u8eab\u4efb\u52a1\u5217\u4e3a\u540e\u7eed\u7814\u7a76\u65b9\u5411\u3002<\/p>\n

\u8fd9\u662f\u600e\u4e48\u505a\u5230\u7684\uff1f<\/p>\n

\u4eceResNet\u3001Mask R-CNN\u5230MAE\uff0c\u89c6\u89c9\u611f\u77e5\u4e0e\u8868\u5f81\u5b66\u4e60\u59cb\u7ec8\u662f\u4f55\u607a\u660e\u7814\u7a76\u7684\u4e00\u6761\u4e3b\u7ebf\u3002<\/p>\n

\u8fd9\u4e00\u6b21\uff0cVISTA\u5c06\u76ee\u5149\u6295\u5411\u4e86\u4e00\u4e2a\u65b0\u95ee\u9898\uff1a\u5982\u4f55\u8ba9\u6a21\u578b\u5728\u6301\u7eed\u4ea4\u4e92\u4e2d\u79ef\u7d2f\u3001\u4fdd\u5b58\u5e76\u5229\u7528\u89c6\u89c9\u7ecf\u9a8c\uff1f<\/p>\n

\u7b54\u6848\u662fHarness\u3002<\/p>\n

\u53bb\u5e7411\u6708\uff0cAnthropic\u66fe\u4ee5\u957f\u65f6\u95f4\u7f16\u7a0b\u4efb\u52a1\u4e3a\u4f8b\uff0c\u4ecb\u7ecd\u4e86Harness\u5982\u4f55\u5e2e\u52a9\u6a21\u578b\u8de8\u8d8a\u591a\u4e2a\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u6301\u7eed\u63a8\u8fdb\u4efb\u52a1\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0cHarness\u4f1a\u901a\u8fc7\u4efb\u52a1\u6e05\u5355\u8bb0\u5f55\u5c1a\u672a\u5b8c\u6210\u7684\u4e8b\u9879\uff0c\u901a\u8fc7\u8fdb\u5ea6\u6587\u4ef6\u548c\u4ee3\u7801\u8bb0\u5f55\u4fdd\u5b58\u5df2\u7ecf\u5b8c\u6210\u7684\u5de5\u4f5c\u3002<\/p>\n

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\u590d\u6742\u4efb\u52a1\u7531\u6b64\u53ef\u4ee5\u5206\u6b65\u6267\u884c\u3001\u68c0\u67e5\u7ed3\u679c\uff0c\u5e76\u5728\u4e0d\u540c\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e4b\u95f4\u63a5\u7eed\u5de5\u4f5c\u3002<\/p>\n

\u53ef\u4ee5\u8bf4\uff0c\u8fd9\u5957\u4e3b\u8981\u901a\u8fc7\u6587\u5b57\u548c\u4ee3\u7801\u6765\u4fdd\u5b58\u4efb\u52a1\u72b6\u6001\u7684Harness\uff0c\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63a8\u52a8\u4e86\u8fd9\u4e00\u6ce2Agent\u80fd\u529b\u7684\u7206\u53d1\u3002<\/p>\n

\u7136\u800c\uff0c\u5728\u73b0\u5b9e\u73af\u5883\u91cc\uff0c\u5149\u6709\u6587\u5b57\u8bb0\u5fc6\uff0c\u663e\u7136\u8fd8\u4e0d\u591f\u3002<\/p>\n

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\u800c\u4e14\u6a21\u578b\u7b2c\u4e00\u6b21\u770b\u5230\u4e00\u5f20\u56fe\u65f6\uff0c\u672a\u5fc5\u77e5\u9053\u54ea\u4e2a\u7ec6\u8282\u4f1a\u5728\u540e\u9762\u53d8\u5f97\u91cd\u8981\u3002<\/p>\n

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\u5728ARC-AGI-3\u8fd9\u6837\u7684\u57fa\u51c6\u4e2d\uff0c\u4e00\u79cd\u5df2\u6709\u601d\u8def\u662f\u5148\u628a\u753b\u9762\u8f6c\u6362\u6210\u7531\u6570\u5b57\u7ec4\u6210\u7684\u6587\u672c\u7f51\u683c\uff0c\u518d\u8ba9\u6a21\u578b\u7f16\u5199\u7a0b\u5e8f\uff0c\u6a21\u62df\u73af\u5883\u89c4\u5219\u3001\u9a8c\u8bc1\u884c\u52a8\u65b9\u6848\u3002<\/p>\n

\uff08\u6ce8\u91ca\uff1aARC-AGI-3\u662f\u4e00\u5957\u4ea4\u4e92\u5f0f\u89c6\u89c9\u63a8\u7406\u57fa\u51c6\uff0c\u4e0d\u9884\u5148\u63d0\u4f9b\u6e38\u620f\u89c4\u5219\u548c\u76ee\u6807\uff0c\u667a\u80fd\u4f53\u9700\u8981\u901a\u8fc7\u89c2\u5bdf\u548c\u884c\u52a8\uff0c\u81ea\u884c\u6478\u7d22\u5982\u4f55\u901a\u5173\uff09<\/p>\n

\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u73af\u5883\u8d8a\u590d\u6742\uff0c\u7269\u4f53\u7684\u5916\u89c2\u3001\u7a7a\u95f4\u5173\u7cfb\u548c\u52a8\u6001\u53d8\u5316\u5c31\u8d8a\u96be\u88ab\u5b8c\u6574\u5730\u8f6c\u5316\u6210\u6587\u5b57\u548c\u4ee3\u7801\u3002\u800c\u4e14\u968f\u7740\u4ea4\u4e92\u5386\u53f2\u8d8a\u6765\u8d8a\u957f\uff0c\u65e9\u671f\u753b\u9762\u4e5f\u4f1a\u88ab\u9010\u6e10\u79fb\u51fa\u4e0a\u4e0b\u6587\uff0c\u6216\u8005\u88ab\u6587\u5b57\u6458\u8981\u66ff\u4ee3\u3002<\/p>\n

\u4e8e\u662f\uff0c\u5728\u8fd9\u91cc\uff0cVISTA\u7684\u7814\u7a76\u95ee\u9898\u5c31\u53d8\u6210\u4e86\uff1a<\/p>\n

\u5982\u4f55\u5728\u4e0d\u989d\u5916\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u8ba9\u667a\u80fd\u4f53\u5728\u63a8\u7406\u9700\u8981\u65f6\uff0c\u91cd\u65b0\u68c0\u67e5\u8fc7\u53bb\u770b\u5230\u7684\u89c6\u89c9\u4fe1\u606f\uff1f<\/p>\n

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\u5728ARC-AGI-3\u8bc4\u6d4b\u4e2d\uff0c\u5b83\u65e2\u80fd\u6bd4\u8f83\u4e0d\u540c\u65f6\u523b\u7684\u753b\u9762\uff0c\u4e5f\u80fd\u653e\u5927\u5c40\u90e8\uff0c\u68c0\u67e5\u5c0f\u65b9\u5757\u4e0a\u7684\u671d\u5411\u6807\u8bb0\u3002<\/p>\n

\u5176\u4e2d\uff0c\u6587\u5b57\u7b14\u8bb0\u8bb0\u5f55\u6a21\u578b\u5f53\u524d\u7684\u7406\u89e3\uff0c\u539f\u59cb\u753b\u9762\u4fdd\u7559\u4f9b\u5b83\u91cd\u65b0\u5224\u65ad\u7684\u8bc1\u636e\u3002<\/p>\n

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\u89c6\u89c9\u89c2\u6d4b\u3001\u65e0\u635f\u89c6\u89c9\u8bb0\u5fc6\u548c\u4e3b\u52a8\u89c6\u89c9\u68c0\u67e5\u3002\u8fd9\u4e09\u4e2a\u7ec4\u4ef6\u5404\u6709\u5206\u5de5\uff0c\u5206\u522b\u8d1f\u8d23\u8ba9\u6a21\u578b\u770b\u6e05\u753b\u9762\u3001\u4fdd\u5b58\u5386\u53f2\uff0c\u4ee5\u53ca\u6309\u9700\u56de\u770b\u3002<\/p>\n

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\u5728ARC-AGI-3\u5b9e\u9a8c\u4e2d\uff0cVISTA\u4f1a\u5c06\u5b98\u65b9\u63d0\u4f9b\u768464\u00d764\u753b\u9762\u653e\u5927\u4e3a512\u00d7512\u7684PNG\u56fe\u50cf\uff0c\u540c\u65f6\u4fdd\u7559\u7269\u4f53\u7684\u989c\u8272\u3001\u5916\u89c2\u548c\u7a7a\u95f4\u5173\u7cfb\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u76f4\u63a5\u89c2\u5bdf\u73af\u5883\u3002<\/p>\n

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\u8bf4\u5230\u8fd9\uff0c\u8fd9\u4e09\u4e2a\u7ec4\u4ef6\u5177\u4f53\u662f\u5982\u4f55\u914d\u5408\u5de5\u4f5c\u7684\uff1f<\/p>\n

\u6309\u7167VISTA\u7684\u6267\u884c\u6d41\u7a0b\uff0c\u6bcf\u4e2a\u56de\u5408\u5f00\u59cb\u65f6\uff0c\u6a21\u578b\u4f1a\u5148\u89c2\u5bdf\u5f53\u524d\u753b\u9762\u548c\u53ef\u7528\u52a8\u4f5c\uff0c\u518d\u7ed3\u5408\u6b64\u524d\u79ef\u7d2f\u7684\u7ecf\u9a8c\uff0c\u5224\u65ad\u5f53\u524d\u73af\u5883\u7684\u72b6\u6001\uff0c\u5e76\u63d0\u51fa\u4e0b\u4e00\u6b65\u884c\u52a8\u7684\u5047\u8bbe\u3002<\/p>\n

\u5982\u679c\u73b0\u6709\u4fe1\u606f\u4e0d\u8db3\uff0c\u6a21\u578b\u5c31\u53ef\u4ee5\u8c03\u7528\u5de5\u5177\uff0c\u56de\u770b\u5386\u53f2\u753b\u9762\u3001\u653e\u5927\u5c40\u90e8\u533a\u57df\uff0c\u751a\u81f3\u8bfb\u53d6\u5177\u4f53\u7684\u50cf\u7d20\u4fe1\u606f\uff0c\u8fdb\u4e00\u6b65\u5bfb\u627e\u8bc1\u636e\u3002<\/p>\n

\u627e\u5230\u8bc1\u636e\u4e4b\u540e\uff0c\u6a21\u578b\u5e76\u4e0d\u4f1a\u76f4\u63a5\u884c\u52a8\uff0c\u800c\u662f\u5148\u9884\u6d4b\u8fd9\u6b21\u64cd\u4f5c\u53ef\u80fd\u5e26\u6765\u4ec0\u4e48\u53d8\u5316\u3002<\/p>\n

\u7b49\u52a8\u4f5c\u6267\u884c\u5b8c\u6bd5\uff0c\u518d\u5c06\u5b9e\u9645\u7ed3\u679c\u4e0e\u9884\u6d4b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u68c0\u67e5\u81ea\u5df1\u7684\u5224\u65ad\u662f\u5426\u6b63\u786e\uff0c\u5e76\u636e\u6b64\u4fee\u6b63\u5bf9\u6e38\u620f\u89c4\u5219\u7684\u7406\u89e3\u3002<\/p>\n

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\u5f53\u7136\uff0c\u5149\u6709\u89c6\u89c9\u6863\u6848\u8fd8\u4e0d\u591f\u3002\u4e3a\u4e86\u8ba9\u6a21\u578b\u5728\u957f\u65f6\u95f4\u4efb\u52a1\u4e2d\u4fdd\u6301\u8fde\u8d2f\uff0cVISTA\u8fd8\u5f15\u5165\u4e86\u4e24\u4efd\u6587\u5b57\u7b14\u8bb0\uff1a<\/p>\n

\u5f53\u4e0a\u4e0b\u6587\u63a5\u8fd1\u4e0a\u9650\u65f6\uff0c\u6a21\u578b\u4f1a\u5148\u6574\u7406\u4ea4\u63a5\u6458\u8981\uff0c\u518d\u8fdb\u5165\u65b0\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u7ee7\u7eed\u6267\u884c\u4efb\u52a1\u3002\u6b64\u524d\u7684\u6587\u5b57\u7b14\u8bb0\u3001\u52a8\u4f5c\u5386\u53f2\u548c\u89c6\u89c9\u6863\u6848\u90fd\u4f1a\u4fdd\u7559\u4e0b\u6765\u3002<\/p>\n

\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u8bbe\u8ba1\uff1aVISTA\u867d\u7136\u5b8c\u6574\u4fdd\u5b58\u4e86\u5386\u53f2\u753b\u9762\uff0c\u5374\u4e0d\u4f1a\u628a\u6240\u6709\u56fe\u7247\u4e00\u80a1\u8111\u585e\u8fdb\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u5728\u5b8c\u6574\u65b9\u6848\u4e2d\uff0c\u6bcf\u6b21\u6267\u884c\u52a8\u4f5c\u540e\uff0c\u6846\u67b6\u9ed8\u8ba4\u53ea\u5411\u6a21\u578b\u5c55\u793a\u6700\u540e\u4e00\u5e27\u3002\u81f3\u4e8e\u52a8\u4f5c\u8fc7\u7a0b\u4e2d\u7684\u4e2d\u95f4\u753b\u9762\uff0c\u5219\u7edf\u4e00\u4fdd\u5b58\u5728\u89c6\u89c9\u6863\u6848\u91cc\uff0c\u7b49\u6a21\u578b\u9700\u8981\u65f6\u518d\u4e3b\u52a8\u8c03\u53d6\u3002<\/p>\n

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\u73af\u5883\u7406\u89e3\u3001\u884c\u52a8\u89c4\u5212\u548c\u63a8\u7406\u4ecd\u7136\u7531\u73b0\u6210\u7684\u591a\u6a21\u6001\u6a21\u578b\u5b8c\u6210\uff0cHarness\u5219\u8d1f\u8d23\u6267\u884c\u5de5\u5177\u8c03\u7528\u3001\u4fdd\u5b58\u89c6\u89c9\u5386\u53f2\uff0c\u5e76\u5728\u6a21\u578b\u9700\u8981\u65f6\u63d0\u4f9b\u76f8\u5e94\u7684\u8bc1\u636e\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0cVISTA\u6539\u53d8\u7684\u4e0d\u662f\u6a21\u578b\u672c\u8eab\uff0c\u800c\u662f\u6a21\u578b\u83b7\u53d6\u3001\u4fdd\u5b58\u548c\u4f7f\u7528\u89c6\u89c9\u4fe1\u606f\u7684\u65b9\u5f0f\u3002<\/p>\n

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\u4f7f\u7528\u76f8\u540c\u7684GPT-5.6 Sol\u6a21\u578b\uff0c\u76f8\u6bd4\u5b98\u65b9\u57fa\u7840\u6846\u67b6\uff0cVISTA\u5728GameWorld\u7684170\u9879\u4efb\u52a1\u4e2d\uff0c\u5c06\u6210\u529f\u7387\u4ece40.0%\u63d0\u9ad8\u523063.3%\uff1b<\/p>\n

\u5728AI GameStore\u768410\u4e2a\u6e38\u620f\u4e2d\uff0c\u7efc\u5408\u5f97\u5206\u4ece47.3\u5347\u81f3140.3\uff0c\u5176\u4e2d\u4eba\u7c7b\u4e2d\u4f4d\u6570\u88ab\u5f52\u4e00\u5316\u4e3a100\uff1b<\/p>\n

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\u5728\u7ed3\u8bba\u4e0a\uff0c\u7814\u7a76\u5c06\u672a\u6765\u7684\u9a8c\u8bc1\u65b9\u5411\u6307\u5411\u66f4\u63a5\u8fd1\u7269\u7406\u4e16\u754c\u7684\u5177\u8eab\u4efb\u52a1\uff1a\u8ba9\u6a21\u578b\u5728\u6301\u7eed\u53d8\u5316\u7684\u73af\u5883\u4e2d\uff0c\u4fdd\u5b58\u3001\u590d\u67e5\u5e76\u5229\u7528\u81ea\u5df1\u7684\u89c6\u89c9\u7ecf\u9a8c\uff0c\u51b3\u5b9a\u4e0b\u4e00\u6b65\u884c\u52a8\u3002<\/p>\n

\u6700\u540e\uff0c\u8ba9\u6211\u4eec\u4ecb\u7ecd\u8fd9\u7bc7\u5de5\u4f5c\u7684\u4f5c\u8005\u4eec\u3002<\/p>\n

\u8bba\u6587\u7684\u4e09\u4f4d\u5171\u540c\u7b2c\u4e00\u4f5c\u8005\u4e3aQiushi Han\u3001\u80e1\u73c2\u96c5\u548cLinlu Qiu\uff0c\u53e6\u5916\u4e24\u4f4d\u4f5c\u8005\u4e3aCathy Wu\u548c\u4f55\u607a\u660e\u3002<\/p>\n

Qiushi Han\uff08Josh Han\uff09\u76ee\u524d\u662fMIT\u8fd0\u7b79\u7814\u7a76\u4e2d\u5fc3\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u4e3aCathy Wu\u3002<\/p>\n

\u80e1\u73c2\u96c5\uff08Keya Hu\uff09\u76ee\u524d\u662fMIT\u7535\u6c14\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u751f\uff0c\u7531\u4f55\u607a\u660e\u548cJacob Andreas\u8054\u5408\u6307\u5bfc\u3002<\/p>\n

\u5979\u672c\u79d1\u6bd5\u4e1a\u4e8e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66ACM\u73ed\uff0c\u7814\u7a76\u5174\u8da3\u96c6\u4e2d\u5728\u8bed\u8a00\u4e0e\u89c6\u89c9\u7684\u4ea4\u53c9\u9886\u57df\uff0c\u5e0c\u671b\u6784\u5efa\u6570\u636e\u6548\u7387\u66f4\u9ad8\u3001\u6cdb\u5316\u80fd\u529b\u66f4\u5f3a\u7684\u667a\u80fd\u4f53\u3002<\/p>\n

Linlu Qiu\u76ee\u524d\u662fMIT\u7535\u6c14\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u53ca\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7684\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u4e3aYoon Kim\u548cJacob Andreas\u3002<\/p>\n

\u5176\u7814\u7a76\u65b9\u5411\u5305\u62ec\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\uff0c\u66fe\u5728Google Research\u53caMeta FAIR\u5f00\u5c55\u7814\u7a76\u3002<\/p>\n

Cathy Wu\u76ee\u524d\u662fMIT\u571f\u6728\u4e0e\u73af\u5883\u5de5\u7a0b\u7cfb\u3001\u6570\u636e\u7cfb\u7edf\u4e0e\u793e\u4f1a\u7814\u7a76\u6240\u526f\u6559\u6388\uff0c\u7814\u7a76\u5982\u4f55\u7528\u673a\u5668\u5b66\u4e60\u548c\u5f3a\u5316\u5b66\u4e60\u6539\u8fdb\u4ea4\u901a\u7b49\u590d\u6742\u7cfb\u7edf\u3002<\/p>\n

\u5979\u5728MIT\u83b7\u5f97\u5b66\u58eb\u548c\u5de5\u7a0b\u7855\u58eb\u5b66\u4f4d\uff0c\u968f\u540e\u5728\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u83b7\u5f97\u535a\u58eb\u5b66\u4f4d\u3002<\/p>\n

\u4f55\u607a\u660e\u76ee\u524d\u662fMIT\u7535\u6c14\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u7ec8\u8eab\u526f\u6559\u6388\uff0c\u4e5f\u662fResNet\u3001Mask R-CNN\u548cMAE\u7b49\u5de5\u4f5c\u7684\u4e3b\u8981\u4f5c\u8005\u3002<\/p>\n

\u4ed6\u672c\u79d1\u6bd5\u4e1a\u4e8e\u6e05\u534e\u5927\u5b66\u3001\u535a\u58eb\u6bd5\u4e1a\u4e8e\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff0c\u66fe\u4efb\u804c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548cFAIR\uff0c\u4e8e2024\u5e74\u52a0\u5165MIT\u3002<\/p>\n

\u53c2\u8003\u94fe\u63a5[1]https:\/\/arxiv.org\/pdf\/2610.02200<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

henry \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u591a\u6a21\u6001\u6a21\u578b\u7684\u89c6\u89c9\u539f\u751fHarness\uff0c\u6765\u4e86\uff01<\/p>\n

\u6700\u8fd1\uff0c\u4f55\u607a\u660e\u56e2\u961f\u5728\u6700\u65b0\u8bba\u6587\u300aVISTA: A Visual Harness for Reasoning in an Interactive World\u300b\u4e2d\uff0c\u63d0\u51fa\u4e86\u4e00\u5957\u89c6\u89c9\u539f\u751f\u7684Harness\u2014\u2014<\/p>\n

VISTA\u3002<\/p>\n

\u5b83\u8ba9\u73b0\u6709\u7684\u591a\u6a21\u6001\u6a21\u578b\u76f4\u63a5\u89c2\u5bdf\u73af\u5883\u3001\u4fdd\u5b58\u539f\u59cb\u753b\u9762\uff0c\u5e76\u5728\u63a8\u7406\u65f6\u968f\u65f6\u56de\u770b\u3001\u653e\u5927\u548c\u68c0\u67e5\u7ec6\u8282\uff0c\u65e0\u9700\u4ece\u5934\u8bad\u7ec3\u3002<\/p>\n

\u76f8\u6bd4\u4e8e\u4f20\u7edf<\/p>\n","protected":false},"author":1,"featured_media":8821,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[668,95],"class_list":["post-8825","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-xwzx","tag-harness","tag-95"],"_links":{"self":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/8825","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/comments?post=8825"}],"version-history":[{"count":0,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/posts\/8825\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media\/8821"}],"wp:attachment":[{"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/media?parent=8825"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/categories?post=8825"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/1ow.top\/index.php\/wp-json\/wp\/v2\/tags?post=8825"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}