{"id":1110861,"date":"2024-12-10T06:33:56","date_gmt":"2024-12-10T14:33:56","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&p=1110861"},"modified":"2024-12-12T02:06:11","modified_gmt":"2024-12-12T10:06:11","slug":"new-arrival-in-research-19","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/new-arrival-in-research-19\/","title":{"rendered":"NeurIPS\u4e0a\u65b0 | \u4f18\u5316\u751f\u6210\u5f0fAI\u6548\u80fd\uff0c\u63a8\u8fdb\u8d1f\u8d23\u4efbAI\u5b9e\u8df5"},"content":{"rendered":"\n

\u7f16\u8005\u6309\uff1a\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002<\/p>\n\n\n\n

12\u670810\u65e5\u81f312\u670815\u65e5\uff0c\u5168\u7403\u6700\u8d1f\u76db\u540d\u7684\u4eba\u5de5\u667a\u80fd\u76db\u4f1a\u4e4b\u4e00 NeurIPS \u5927\u4f1a\u5c06\u5728\u52a0\u62ff\u5927\u6e29\u54e5\u534e\u4e3e\u529e\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5c06\u901a\u8fc7\u4e09\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 NeurIPS 2024 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\uff0c\u6d89\u53ca\u5185\u5bb9\u6db5\u76d6\u5927\u6a21\u578b\u4f18\u5316<\/a>\u3001\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3001\u793e\u4f1a\u8d23\u4efb\u4eba\u5de5\u667a\u80fd\u3001\u8de8\u6a21\u6001\u5b66\u4e60\u3001\u7279\u5b9a\u9886\u57df\u57fa\u7840\u6a21<\/a>\u578b\u7b49\u3002<\/p>\n\n\n\n

\u6b32\u4e86\u89e3\u5fae\u8f6f\u7814\u7a76\u9662\u5728\u672c\u5c4a NeurIPS \u7684\u66f4\u591a\u5185\u5bb9\uff0c\u8bf7\u8bbf\u95ee\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/story\/microsoft-at-neurips-2024-advancing-ai-research-across-domains\/<\/a><\/p>\n\n\n\n

\u5982\u679c\u4f60\u5df2\u7ecf\u6ce8\u518c\u4e86\u5927\u4f1a\uff0c\u4e0d\u8981\u9519\u8fc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9662\u957f\u5468\u793c\u680b\u535a\u58eb\u7684\u4e3b\u65e8\u6f14\u8bb2\uff1a<\/p>\n\n\n\n

\"poster\"<\/figure>\n\n\n\n
\n\n\n\n

\u5982\u4eca\uff0c\u751f\u6210\u5f0f AI \u548c\u6269\u6563\u6a21\u578b\u6b63\u6210\u4e3a AI \u5185\u5bb9\u521b\u4f5c\u7684\u4e2d\u575a\u529b\u91cf\u3002\u5728\u7b2c\u4e8c\u671f NeurIPS 2024 \u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\u4e2d\uff0c\u5927\u5bb6\u5c06\u4e86\u89e3\u5230\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5982\u4f55\u63d0\u5347\u751f\u6210\u5f0f AI \u4e0e\u6269\u6563\u6a21\u578b\u7684\u6548\u7387\u4ee5\u53ca\u591a\u529f\u80fd\u6027\uff0c\u4ece\u800c\u4f7f\u5176\u5728\u591a\u6837\u5316\u7684\u5e94\u7528\u573a\u666f\u4e2d\u66f4\u52a0\u5f3a\u5927\u3001\u7a33\u5065\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u4e3a\u4e86\u786e\u4fdd AI \u7cfb\u7edf\u4e0e\u4eba\u7c7b\u7684\u4ef7\u503c\u89c2\u548c\u793e\u4f1a\u89c4\u8303\u4fdd\u6301\u4e00\u81f4\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5f00\u53d1\u4e86\u53ef\u8bc4\u4f30\u4eba\u5de5\u667a\u80fd\u98ce\u9669\u5e76\u63a8\u52a8\u4f26\u7406\u5b9e\u8df5\u7684\u5de5\u5177\uff0c\u5e0c\u671b\u52a0\u5f3a\u4eba\u5de5\u667a\u80fd\u7684\u6cbb\u7406\u4e0e\u53ef\u4fe1\u5ea6\u3002<\/p>\n\n\n\n

\u672c\u671f\u5185\u5bb9\u901f\u89c8<\/strong><\/p>\n\n\n\n

01. \u901a\u8fc7\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u53cd\u9988\uff0c\u63d0\u5347\u6587\u672c\u5230\u89c6\u9891\u751f\u6210\u6a21\u578b<\/p>\n\n\n\n

02. CLAVE\uff1a\u8bc4\u4f30\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u6587\u672c\u4ef7\u503c\u89c2\u7684\u81ea\u9002\u5e94\u6846\u67b6<\/p>\n\n\n\n

03. \u5927\u8bed\u8a00\u6a21\u578b\u6307\u5bfc\u7684\u7ec4\u5408\u5f0f\u4e09\u7ef4\u89c6\u9891\u751f\u6210<\/p>\n\n\n\n

04. \u5229\u7528\u57fa\u4e8e\u4ea4\u53c9\u6ce8\u610f\u529b\u7684\u6269\u6563\u6a21\u578b\u4f5c\u4e3a\u89e3\u8026\u7684\u5f52\u7eb3\u504f\u7f6e\uff08Spotlight\uff09<\/p>\n\n\n\n

05. \u901a\u8fc7\u4fe1\u606f\u74f6\u9888\u4fdd\u62a4\u4f60\u7684\u5927\u8bed\u8a00\u6a21\u578b<\/p>\n\n\n\n

06. \u7406\u89e3\u4e0e\u63d0\u5347\u65e0\u9700\u8bad\u7ec3\u7684\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u65b9\u6cd5<\/p>\n\n\n\n

07. VASA-1\uff1a\u5b9e\u65f6\u751f\u6210\u97f3\u9891\u9a71\u52a8\u7684\u3001\u903c\u771f\u7684\u8bf4\u8bdd\u4eba\u8138\uff08Oral\uff09<\/p>\n\n\n\n

01. \u901a\u8fc7\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u53cd\u9988\uff0c\u63d0\u5347\u6587\u672c\u5230\u89c6\u9891\u751f\u6210\u6a21\u578b<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=3ivnixHy16 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u8fd1\u5e74\u6765\uff0c\u6587\u672c\u5230\u89c6\u9891\u751f\u6210\u6a21\u578b\u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u89c6\u9891\u751f\u6210\u80fd\u529b\uff0c\u5e76\u56e0\u5176\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u4f46\u8fd9\u4e9b\u751f\u6210\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d\u5f80\u5f80\u4f9d\u8d56\u4e8e\u6765\u81ea\u4e92\u8054\u7f51\u7684\u5927\u89c4\u6a21\u89c6\u9891\u6570\u636e\u96c6\uff0c\u7531\u4e8e\u8fd9\u7c7b\u6570\u636e\u96c6\u7684\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\uff0c\u4ece\u800c\u5bfc\u81f4\u4e86\u751f\u6210\u7684\u89c6\u9891\u8d28\u91cf\u4f4e\u4e0b\u3001\u4e0d\u8fde\u8d2f\u3001\u7f8e\u5b66\u6548\u679c\u5dee\u4ee5\u53ca\u672a\u80fd\u51c6\u786e\u53cd\u6620\u8f93\u5165\u6587\u672c\u63d0\u793a\u7b49\u95ee\u9898\u3002\u89e3\u51b3\u6b64\u95ee\u9898\u7684\u4e00\u79cd\u6709\u6548\u7684\u7b56\u7565\u662f\u901a\u8fc7\u201c\u6765\u81ea\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\u201d\uff08Reinforcement Learning from Human Feedback, RLHF\uff09\uff0c\u5c06\u6587\u672c\u5230\u89c6\u9891\u751f\u6210\u7684\u8f93\u51fa\u4e0e\u4eba\u7c7b\u504f\u597d\u5bf9\u9f50\u3002\u7136\u800c\uff0c\u624b\u52a8\u6807\u6ce8\u5927\u89c4\u6a21\u89c6\u9891\u504f\u597d\u6210\u672c\u5de8\u5927\uff0c\u6240\u4ee5\u76f8\u5173\u9886\u57df\u7684\u5927\u89c4\u6a21\u89c6\u9891\u504f\u597d\u6570\u636e\u96c6\u76f8\u5bf9\u7a00\u7f3a\u3002<\/p>\n\n\n\n

\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u672c\u7bc7\u8bba\u6587\u9996\u6b21\u63a2\u8ba8\u4e86\u5229\u7528\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08Multimodal Large Language Models, MLLMs\uff09\u8fdb\u884c\u89c6\u9891\u504f\u597d\u6807\u6ce8\u7684\u6709\u6548\u6027\u3002\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u5b9e\u9a8c\u8bc1\u660e\uff0c\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u89c6\u9891\u504f\u597d\u4e0e\u4eba\u7c7b\u5224\u65ad\u9ad8\u5ea6\u4e00\u81f4\uff0c\u8bc1\u660e\u4e86\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u4f5c\u4e3a\u53ef\u9760\u7684\u89c6\u9891\u504f\u597d\u6807\u6ce8\u8005\uff0c\u4e14\u53ef\u4ee5\u4ee5\u6781\u4f4e\u7684\u6210\u672c\u5e2e\u52a9\u8fdb\u884c\u5927\u89c4\u6a21\u89c6\u9891\u504f\u597d\u6807\u6ce8\u3002<\/p>\n\n\n\n

\u6839\u636e\u8fd9\u4e00\u53d1\u73b0\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u5728\u89c6\u9891\u7684\u65f6\u5e8f\u8fde\u8d2f\u6027\u548c\u6587\u672c\u63d0\u793a\u5339\u914d\u7a0b\u5ea6\u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u4e0a\uff0c\u8fdb\u884c\u4e86\u7ec6\u7c92\u5ea6\u7684\u504f\u597d\u6807\u6ce8\uff0c\u5e76\u6700\u7ec8\u6784\u5efa\u4e86VideoPrefer\u6570\u636e\u96c6\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u4e86135,000\u4e2a\u504f\u597d\u6807\u6ce8\uff0c\u662f\u76ee\u524d\u4e3a\u6b62\u4e1a\u754c\u6700\u5927\u7684\u89c6\u9891\u504f\u597d\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n

\u57fa\u4e8e VideoPrefer \u6570\u636e\u96c6\uff0c\u7814\u7a76\u5458\u4eec\u53c8\u63d0\u51fa\u4e86 VideoRM\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u4e13\u4e3a\u6587\u672c\u5230\u89c6\u9891\u751f\u6210\u8bbe\u8ba1\u7684\u89c6\u9891\u504f\u597d\u901a\u7528\u5956\u52b1\u6a21\u578b\u3002\u901a\u8fc7\u5168\u9762\u7684\u5b9e\u9a8c\u4e0e\u4eba\u5de5\u8bc4\u4f30\u9a8c\u8bc1\uff0c\u7814\u7a76\u8868\u660e\uff0cVideoPrefer \u548c VideoRM \u80fd\u591f\u663e\u8457\u63d0\u5347\u73b0\u6709\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u751f\u6210\u8d28\u91cf\u3002<\/p>\n\n\n\n

\"VideoRM
\u56fe1\uff1aVideoRM \u67b6\u6784\u56fe<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

02. CLAVE\uff1a\u8bc4\u4f30\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u6587\u672c\u4ef7\u503c\u89c2\u7684\u81ea\u9002\u5e94\u6846\u67b6<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=Kxta8IInyN (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u53d6\u5f97\u7684\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u6f5c\u5728\u7684\u793e\u4f1a\u98ce\u9669\u4e5f\u9010\u6e10\u663e\u73b0\uff0c\u4f8b\u5982\u751f\u6210\u5e26\u6709\u504f\u89c1\u7684\u5185\u5bb9\u3001\u4e0d\u7b26\u5408\u4f26\u7406\u7684\u5efa\u8bae\u4ee5\u53ca\u975e\u6cd5\u4fe1\u606f\u3002\u5982\u4f55\u8bc4\u4f30\u548c\u5bf9\u9f50\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4ef7\u503c\u89c2\uff0c\u6210\u4e3a\u786e\u4fdd\u5176\u8d1f\u8d23\u4efb\u53d1\u5c55\u7684\u91cd\u8981\u8bfe\u9898\u3002<\/p>\n\n\n\n

\u5df2\u6709\u7684\u65b9\u6cd5\u901a\u8fc7\u5305\u62ec\u4f26\u7406\u5224\u65ad\u3001\u4ef7\u503c\u95ee\u5377\u6216\u751f\u6210\u5f0f\u4ef7\u503c\u8bc4\u4f30\u7b49\u6765\u8bc4\u6d4b\u5927\u6a21\u578b\u7684\u4ef7\u503c\u89c2\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u91cd\u70b9\u5173\u6ce8\u751f\u6210\u5f0f\u4ef7\u503c\u8bc4\u4f30\u65b9\u5f0f\uff0c\u5373\u4ece\u6a21\u578b\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u7684\u751f\u6210\u5185\u5bb9\u76f4\u63a5\u89e3\u7801\u5176\u9690\u542b\u7684\u4ef7\u503c\u89c2\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u5f00\u653e\u5f0f\u7684\u4ef7\u503c\u8bc4\u4f30\u8303\u5f0f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u65e0\u9700\u53c2\u8003\u7b54\u6848\u7684\u81ea\u52a8\u8bc4\u4f30\u5de5\u5177\uff0c\u4f46\u73b0\u6709\u7684\u8bc4\u4f30\u5de5\u5177\u9762\u4e34\u4e24\u5927\u6311\u6218\uff1a\u5728\u9002\u5e94\u6027\u65b9\u9762\uff0c\u4eba\u7c7b\u7684\u4ef7\u503c\u89c2\u662f\u591a\u6837\u4e14\u52a8\u6001\u7684\uff0c\u53ef\u80fd\u56e0\u6587\u5316\u3001\u5730\u533a\u751a\u81f3\u4e2a\u4f53\u504f\u597d\u800c\u5f02\uff0c\u73b0\u6709\u7684\u8bc4\u4f30\u5de5\u5177\u96be\u4ee5\u9002\u5e94\u8fd9\u4e9b\u65b0\u7684\u548c\u4e0d\u65ad\u53d8\u5316\u7684\u4ef7\u503c\u4f53\u7cfb\uff1b\u5728\u6cdb\u5316\u6027\u65b9\u9762\uff0c\u8bc4\u4f30\u65b9\u6cd5\u9700\u8981\u80fd\u591f\u5728\u4e0d\u540c\u7684\u8868\u8fbe\u65b9\u5f0f\u548c\u590d\u6742\u7684\u573a\u666f\u4e0b\u51c6\u786e\u8bc6\u522b\u6f5c\u5728\u7684\u4ef7\u503c\u89c2\uff0c\u4f46\u5c0f\u6a21\u578b\u5bb9\u6613\u8fc7\u62df\u5408\uff0c\u7f3a\u4e4f\u5bf9\u672a\u77e5\u573a\u666f\u7684\u9c81\u68d2\u6027\u548c\u6cdb\u5316\u6027\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u6311\u6218\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 CLAVE \u6846\u67b6\u3002\u8be5\u6846\u67b6\u7ed3\u5408\u4e86\u5927\u89c4\u6a21\u95ed\u6e90\u6a21\u578b\u548c\u5c0f\u578b\u5f00\u6e90\u6a21\u578b\u7684\u4f18\u52bf\uff1a\u4f7f\u7528\u5f3a\u5927\u7684\u95ed\u6e90\u6a21\u578b\u4f5c\u4e3a\u201c\u6982\u5ff5\u63d0\u53d6\u5668\u201d (value concept extractor)\uff0c\u4ece\u5c11\u91cf\u624b\u52a8\u6807\u6ce8\u7684\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u4ee3\u8868\u6027\u7684\u4ef7\u503c\u6982\u5ff5\u5e76\u5c06\u5176\u5e94\u7528\u4e8e\u5e7f\u6cdb\u7684\u6d4b\u8bd5\u573a\u666f\uff1b\u5c06\u5c0f\u578b\u5f00\u6e90\u6a21\u578b\u5fae\u8c03\u4e3a\u201c\u4ef7\u503c\u8bc6\u522b\u5668\u201d (value recognizer)\uff0c\u57fa\u4e8e\u63d0\u53d6\u7684\u4ef7\u503c\u6982\u5ff5\u800c\u975e\u539f\u59cb\u6587\u672c\u8fdb\u884c\u4ef7\u503c\u5224\u65ad\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684\u5bf9\u9f50\uff0c\u540c\u65f6\u51cf\u5c11\u6807\u6ce8\u548c\u8bad\u7ec3\u6210\u672c\u3002\u8fd9\u4e00\u53cc\u6a21\u578b\u6846\u67b6\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u8bc4\u4f30\u7684\u9002\u5e94\u6027\uff0c\u8fd8\u663e\u8457\u589e\u5f3a\u4e86\u8bc4\u4f30\u65b9\u6cd5\u7684\u6cdb\u5316\u6027\u548c\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n

\"(a)
\u56fe2\uff1a(a) \u73b0\u6709\u4ef7\u503c\u89c2\u8bc4\u6d4b\u6a21\u578b\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0a\u7684\u7ed3\u679c\u3002(b) CLAVE \u7b80\u5355\u793a\u4f8b\u3002<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u4e3a\u4e86\u6807\u51c6\u5316\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u5185\u5bb9\u7684\u4ef7\u503c\u8bc4\u4f30\uff0c\u7814\u7a76\u5458\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u540d\u4e3a ValEval \u7684\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u5305\u62ec13,000\u591a\u6761\u4eba\u5de5\u6807\u6ce8\u7684\uff08\u6587\u672c\u3001\u4ef7\u503c\u3001\u6807\u7b7e\uff09\u6570\u636e\uff0c\u5e76\u5bf915\u79cd\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4e86\u8bc4\u4f30\u548c\u5bf9\u6bd4\u5206\u6790\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cCLAVE \u6846\u67b6\u5728\u9002\u5e94\u6027\u548c\u6cdb\u5316\u6027\u65b9\u9762\u76f8\u6bd4\u73b0\u6709\u65b9\u6cd5\u53ef\u4ee5\u8fbe\u5230\u66f4\u4f18\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n

03. \u5927\u8bed\u8a00\u6a21\u578b\u6307\u5bfc\u7684\u7ec4\u5408\u5f0f\u4e09\u7ef4\u89c6\u9891\u751f\u6210<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2409.00558 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/aka.ms\/c3v (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u5f97\u76ca\u4e8e\u751f\u6210\u6a21\u578b\u548c\u5927\u89c4\u6a21\u4e92\u8054\u7f51\u6570\u636e\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u8fd1\u5e74\u6765\u6587\u672c\u751f\u6210\u89c6\u9891\u6280\u672f\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u5982\u4f55\u7cbe\u786e\u63a7\u5236\u751f\u6210\u89c6\u9891\u4e2d\u7684\u591a\u79cd\u4e0d\u540c\u6982\u5ff5\uff0c\u5982\u7279\u5b9a\u89d2\u8272\u7684\u5916\u89c2\u3001\u52a8\u4f5c\u4ee5\u53ca\u89c6\u89d2\u7684\u52a8\u6001\u53d8\u5316\uff0c\u4ecd\u7136\u662f\u4e00\u4e2a\u91cd\u8981\u6311\u6218\u3002<\/p>\n\n\n\n

\u5728\u672c\u7bc7\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u6587\u672c\u751f\u6210\u89c6\u9891\u8303\u5f0f C3V\uff0c\u5176\u628a\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u5bfc\u6f14\uff0c3D \u9ad8\u65af\u4f5c\u4e3a\u7ed3\u6784\u5316\u8868\u5f81\u6765\u5b9e\u73b0\u7ec4\u5408\u5f0f\u4e09\u7ef4\u89c6\u9891\u751f\u6210\u3002\u5177\u4f53\u800c\u8a00\uff0c\u8be5\u65b9\u6cd5\u7684\u6838\u5fc3\u5728\u4e8e\u4ee5\u6a21\u5757\u5316\u7684\u65b9\u5f0f\u5c06\u590d\u6742\u7684\u6982\u5ff5\u8fdb\u884c\u5206\u89e3\uff0c\u5e76\u5229\u7528\u9884\u8bad\u7ec3\u7684\u6269\u6563\u6a21\u578b\u63d0\u4f9b\u5148\u9a8c\u8fdb\u884c\u7ec4\u5408\uff0c\u4ece\u800c\u6700\u5927\u7a0b\u5ea6\u63d0\u9ad8\u89c6\u9891\u751f\u6210\u7684\u7075\u6d3b\u6027\u548c\u8d28\u91cf\u3002<\/p>\n\n\n\n

\u8be5\u65b9\u6cd5\u4e3b\u8981\u5206\u4e3a\u4ee5\u4e0b\u4e09\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a<\/p>\n\n\n\n

\"\u7ec4\u5408\u5f0f\u4e09\u7ef4\u89c6\u9891\u751f\u6210\u6846\u67b6\"
\u56fe3\uff1a\u7ec4\u5408\u5f0f\u4e09\u7ef4\u89c6\u9891\u751f\u6210\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u9636\u6bb5\u4e00\uff1a\u4efb\u52a1\u5206\u89e3\u4e0e 3D \u8868\u5f81\u751f\u6210\u3002\u7814\u7a76\u5458\u4eec\u5229\u7528 LLMs \u4f5c\u4e3a\u4efb\u52a1\u5206\u89e3\u5de5\u5177\uff0c\u5c06\u590d\u6742\u7684\u6587\u672c\u63d0\u793a\u62c6\u89e3\u6210\u4e00\u7cfb\u5217\u5b50\u63d0\u793a\uff0c\u6bcf\u4e2a\u5b50\u63d0\u793a\u5bf9\u5e94\u4e00\u4e2a\u89c6\u9891\u4e2d\u7684\u72ec\u7acb\u6982\u5ff5\uff08\u4f8b\u5982\u67d0\u4e2a\u573a\u666f\u3001\u5bf9\u8c61\u6216\u52a8\u4f5c\uff09\u3002\u63a5\u7740\uff0c\u5229\u7528\u9884\u8bad\u7ec3\u7684\u4e13\u5bb6\u6a21\u578b\u4e3a\u6bcf\u4e2a\u6982\u5ff5\u751f\u6210\u9ad8\u8d28\u91cf\u7684 3D \u8868\u5f81\u3002<\/p>\n\n\n\n

\u9636\u6bb5\u4e8c\uff1a\u591a\u6982\u5ff5\u7ec4\u5408\u3002\u5728\u83b7\u5f97\u4e0d\u540c\u6982\u5ff5\u5404\u81ea\u7684 3D \u8868\u5f81\u4e4b\u540e\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u5229\u7528\u591a\u6a21\u6001 LLMs\uff0c\u901a\u8fc7\u751f\u6210\u5305\u62ec\u76ee\u6807\u5c3a\u5ea6\u548c\u8f68\u8ff9\u7b49\u7c97\u7c92\u5ea6\u7684\u6307\u5bfc\u4fe1\u53f7\uff0c\u5c06\u8fd9\u4e9b\u6982\u5ff5\u7ec4\u5408\u5230\u540c\u4e00\u4e2a\u4e09\u7ef4\u7a7a\u95f4\u4e2d\uff0c\u8fdb\u800c\u6e32\u67d3\u51fa\u903c\u771f\u7684\u89c6\u9891\u3002<\/p>\n\n\n\n

\u9636\u6bb5\u4e09\uff1a\u878d\u5408 2D \u6269\u6563\u5148\u9a8c\u7684\u7ec6\u5316\u3002\u4e3a\u4e86\u751f\u6210\u66f4\u903c\u771f\u7684\u89c6\u9891\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165 2D \u6269\u6563\u6a21\u578b\u4f5c\u4e3a\u6700\u540e\u7684\u4f18\u5316\u6b65\u9aa4\u3002\u901a\u8fc7\u5206\u6570\u84b8\u998f\u91c7\u6837\uff08Score Distillation Sampling, SDS\uff09\u5bf9\u9636\u6bb5\u4e8c\u751f\u6210\u7684\u4e0d\u540c\u5e27\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u5176\u5206\u5e03\u66f4\u8d34\u8fd1\u771f\u5b9e\u4e16\u754c\u7684\u81ea\u7136\u56fe\u50cf\u3002<\/p>\n\n\n\n

\u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\uff0c\u4e0e\u73b0\u6709\u65b9\u6cd5\u76f8\u6bd4\uff0c\u8be5\u65b9\u6cd5\u751f\u6210\u7684\u89c6\u9891\u5728\u7ec6\u8282\u5904\u7406\u548c\u52a8\u4f5c\u6d41\u7545\u6027\u4e0a\u8868\u73b0\u51fa\u660e\u663e\u7684\u63d0\u5347\uff0c\u4e14\u5728\u7075\u6d3b\u6027\u65b9\u9762\u5177\u6709\u663e\u8457\u4f18\u52bf\uff0c\u4e3a\u6587\u672c\u751f\u6210\u89c6\u9891\u4efb\u52a1\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n

04. \u5229\u7528\u57fa\u4e8e\u4ea4\u53c9\u6ce8\u610f\u529b\u7684\u6269\u6563\u6a21\u578b\u4f5c\u4e3a\u89e3\u8026\u7684\u5f52\u7eb3\u504f\u7f6e<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2402.09712 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u89e3\u8026\u8868\u793a\u5b66\u4e60\u7684\u76ee\u6807\u662f\u4ece\u89c2\u6d4b\u6570\u636e\u4e2d\u63d0\u53d6\u5185\u5728\u7ec4\u6210\u56e0\u7d20\u4ee5\u8868\u5f81\u6570\u636e\uff0c\u8fd9\u5bf9\u4e8e\u63d0\u5347\u673a\u5668\u5b66\u4e60\u7684\u53ef\u89e3\u91ca\u6027\u3001\u6cdb\u5316\u80fd\u529b\u3001\u63a7\u5236\u751f\u6210\u548c\u9c81\u68d2\u6027\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u8fd9\u4e00\u9886\u57df\u7684\u7814\u7a76\u901a\u5e38\u501f\u52a9\u590d\u6742\u7684\u635f\u5931\u51fd\u6570\u6216\u7f51\u7edc\u7ed3\u6784\u8bbe\u8ba1\u6765\u5b9e\u73b0\u89e3\u8026\u8868\u5f81\u5b66\u4e60\u3002\u5728\u672c\u7bc7\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u89c6\u89d2\u548c\u6846\u67b6 EncDiff\uff0c\u8bc1\u660e\u4e86\u6269\u6563\u6a21\u578b\u4e0e\u4ea4\u53c9\u6ce8\u610f\u529b\u672c\u8eab\u5c31\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u79cd\u5f3a\u5927\u7684\u5f52\u7eb3\u504f\u7f6e\uff0c\u4fc3\u8fdb\u89e3\u8026\u8868\u5f81\u7684\u5b66\u4e60\u3002<\/p>\n\n\n\n

\u5728\u8bad\u7ec3\u4e2d\uff0cEncDiff \u901a\u8fc7\u5c06\u56fe\u50cf\u7f16\u7801\u4e3a\u4e00\u7ec4\u6982\u5ff5\u4ee4\u724c\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u6269\u6563\u6a21\u578b\u7684\u6761\u4ef6\u8f93\u5165\u4ee5\u91cd\u5efa\u56fe\u50cf\uff0c\u5176\u4e2d\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u7528\u4e8e\u8fde\u63a5\u56fe\u50cf\u7f16\u7801\u5668\u8f93\u51fa\u7684\u6982\u5ff5\u4ee4\u724c\uff08\u89e3\u8026\u8868\u5f81\uff09\u548c\u6269\u6563\u6a21\u578b\u3002\u7814\u7a76\u5206\u6790\u63ed\u793a\u4e86\u5728\u9006\u6269\u6563\u8fc7\u7a0b\u4e2d\u5929\u7136\u5b58\u5728\u65f6\u53d8\u4fe1\u606f\u74f6\u9888\uff0c\u8fd9\u79cd\u4fe1\u606f\u74f6\u9888\u4e0e\u4ea4\u53c9\u6ce8\u610f\u529b\u5171\u540c\u4f5c\u4e3a\u5f3a\u5f52\u7eb3\u504f\u7f6e\uff0c\u4fc3\u6210\u89e3\u8026\u8868\u5f81\u7684\u5b66\u4e60\u3002<\/p>\n\n\n\n

\"\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u89e3\u8026\u8868\u5f81\u5b66\u4e60\u6846\u67b6
\u56fe4\uff1a\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u89e3\u8026\u8868\u5f81\u5b66\u4e60\u6846\u67b6 EncDiff\uff0c\u4ee5\u53ca\u6269\u6563\u8fc7\u7a0b\u4e2d\u7684\u65f6\u53d8\u4fe1\u606f\u74f6\u9888\u5206\u6790\u3002<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u8be5\u5de5\u4f5c\u4e0d\u4ec5\u5728\u7406\u8bba\u4e0a\u63d0\u4f9b\u4e86\u65b0\u7684\u89c6\u89d2\uff0c\u800c\u4e14\u5728\u5b9e\u8df5\u4e0a\u4e5f\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6210\u679c\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cEncDiff \u6846\u67b6\u65e0\u9700\u989d\u5916\u7684\u6b63\u5219\u5316\u9879\uff0c\u5c31\u80fd\u5b9e\u73b0\u5353\u8d8a\u7684\u89e3\u8026\u6027\u80fd\u3002\u901a\u8fc7\u5168\u9762\u7684\u6d88\u878d\u7814\u7a76\u548c\u53ef\u89c6\u5316\u5206\u6790\uff0c\u7814\u7a76\u5458\u4eec\u5206\u6790\u4e86\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u63ed\u793a\u4e86\u6269\u6563\u8fc7\u7a0b\u4ee5\u53ca\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u5728\u89e3\u8026\u5b66\u4e60\u4e2d\u626e\u6f14\u4e86\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n\n\n\n

\u89e3\u8026\u5b66\u4e60\u4ecd\u7136\u662f\u4e00\u4e2a\u5177\u6709\u6311\u6218\u7684\u4efb\u52a1\uff0c\u7814\u7a76\u5458\u4eec\u671f\u5f85\u8fd9\u4e9b\u53d1\u73b0\u80fd\u6fc0\u53d1\u66f4\u591a\u5173\u4e8e\u6269\u6563\u6a21\u578b\u5728\u89e3\u8026\u8868\u5f81\u5b66\u4e60\u4e2d\u7684\u7814\u7a76\uff0c\u4e3a\u672a\u6765\u66f4\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u548c\u7406\u89e3\u63d0\u4f9b\u65b0\u601d\u8def\u3002<\/p>\n\n\n\n

05. \u901a\u8fc7\u4fe1\u606f\u74f6\u9888\u4fdd\u62a4\u4f60\u7684\u5927\u8bed\u8a00\u6a21\u578b<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2404.13968 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/zichuan-liu.github.io\/projects\/IBProtector\/index.html (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u5927\u8bed\u8a00\u6a21\u578b\u5728\u591a\u9886\u57df\u53d6\u5f97\u91cd\u5927\u8fdb\u5c55\u5e76\u5e7f\u6cdb\u5e94\u7528\uff0c\u4f46\u5b83\u4eec\u53ef\u80fd\u4f1a\u53d7\u5230\u653b\u51fb\u5e76\u4ea7\u751f\u6709\u5bb3\u5185\u5bb9\u3002\u5c3d\u7ba1\u79d1\u7814\u4eba\u5458\u52aa\u529b\u4f7f\u5176\u4e0e\u4eba\u7c7b\u4ef7\u503c\u89c2\u5ff5\u5bf9\u9f50\uff0c\u7136\u800c\u201c\u8d8a\u72f1\u201d\u573a\u666f\u4ecd\u65f6\u6709\u53d1\u751f\u3002\u6709\u5bb3\u6216\u6076\u610f\u63d0\u793a\u7684\u8d8a\u72f1\u653b\u51fb\u635f\u5bb3\u4e86 LLMs \u5e94\u7528\u7684\u5b8c\u6574\u6027\uff0c\u56e0\u6b64\u6709\u6548\u9632\u5fa1\u6b64\u7c7b\u653b\u51fb\u6027\u63d0\u793a\u6210\u4e3a\u8feb\u5207\u7684\u9700\u8981\u3002<\/p>\n\n\n\n

\u76ee\u524d\u5df2\u6709\u7684\u5de5\u4f5c\u4e3b\u8981\u5c1d\u8bd5\u901a\u8fc7\u91c7\u7528\u5fae\u8c03\u6a21\u578b\u6216\u6270\u52a8\u8f93\u5165\u4f5c\u4e3a\u9632\u5fa1\u624b\u6bb5\u3002\u7ecf\u5178\u7684\u6270\u52a8\u5b58\u5728\u4e00\u7cfb\u5217\u95ee\u9898\uff0c\u4e00\u662f\u968f\u673a\u63a9\u7801\u6270\u52a8\u51fa\u6765\u7684\u4fe1\u606f\u662f\u4e0d\u5b8c\u5907\u7684\uff0c\u5e76\u4e14\u591a\u6b21\u8bbf\u95ee\u76ee\u6807\u6a21\u578b\u4f1a\u9020\u6210\u63a8\u7406\u635f\u5931\uff1b\u4e8c\u662f\u751f\u6210\u5f0f\u6270\u52a8\uff08\u5982\u6458\u8981\u3001\u610f\u8bd1\u7b49\uff09\u5b58\u5728\u6307\u4ee4\u4e0d\u5bf9\u9f50\u7684\u98ce\u9669\u5e76\u4e14\u4f1a\u5f15\u5165\u989d\u5916\u5f00\u9500\u3002\u5bf9\u5fae\u8c03\u9632\u5fa1\u800c\u8a00\uff0c\u5176\u65e0\u6cd5\u8bbf\u95ee\u9ed1\u76d2\u6a21\u578b\uff0c\u6b64\u5916\u8d8a\u72f1\u6570\u636e\u7684\u8d28\u91cf\u4e5f\u4e0d\u53ef\u63a7\u3002<\/p>\n\n\n\n

\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u63d0\u51fa\u4e86 IBProtector\uff0c\u65e8\u5728\u5bfb\u627e\u51fa\u4e00\u4e2a\u80fd\u66ff\u4ee3\u539f\u59cb\u63d0\u793a\u8bcd\u7684\u5b50\u96c6\u6765\u63a7\u5236\u63d0\u793a\u4e2d\u7684\u4fe1\u606f\u91cf\uff0c\u4ece\u800c\u8fbe\u5230\u9884\u671f\u7684\u56de\u590d\u3002IBProtector \u5229\u7528\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u4e14\u53ef\u8bad\u7ec3\u7684\u63d0\u53d6\u5668\uff0c\u9009\u62e9\u6027\u5730\u538b\u7f29\u548c\u6270\u52a8\u63d0\u793a\uff0c\u53ea\u4fdd\u7559\u76ee\u6807 LLMs \u56de\u5e94\u9884\u671f\u7b54\u6848\u6240\u9700\u7684\u6838\u5fc3\u4fe1\u606f\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5bb9\u6613\u6c42\u89e3\u7684\u4fe1\u606f\u74f6\u9888\u635f\u5931\u51fd\u6570\u6765\u4f18\u5316\u538b\u7f29\u5185\u5bb9\uff0c\u5e76\u8fdb\u4e00\u6b65\u8003\u8651\u4e86\u68af\u5ea6\u4e0d\u53ef\u89c1\u7684\u60c5\u51b5\uff0c\u4ee5\u4fbf\u4e0e\u4efb\u4f55 LLMs \u517c\u5bb9\u3002<\/p>\n\n\n\n

\"IBProtector
\u56fe5\uff1aIBProtector \u7684\u6574\u4f53\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e IBProtector \u5728\u591a\u4e2a\u76ee\u6807\u6a21\u578b\u7684\u591a\u79cd\u65b9\u5f0f\u7684\u8d8a\u72f1\u653b\u51fb\u65b9\u5f0f\u4e0a\uff0c\u90fd\u4fdd\u6301\u8f83\u4f4e\u7684\u6210\u529f\u653b\u51fb\u7387\u3002\u540c\u65f6\uff0c\u63d0\u53d6\u5668\u4e0d\u4f1a\u663e\u8457\u5f71\u54cd LLMs \u63a8\u7406\u6d88\u8017\u4e5f\u4e0d\u4f1a\u964d\u4f4e\u826f\u6027\u63d0\u793a\u7684\u56de\u590d\u7387\uff0c\u4fdd\u8bc1\u62bd\u53d6\u7684\u4fe1\u606f\u4e0d\u4f1a\u5bf9\u6b63\u5e38\u56de\u590d\u7ed3\u679c\u4ea7\u751f\u5f71\u54cd\u3002IBProtector \u4f5c\u4e3a\u4e00\u79cd\u65b0\u9896\u3001\u8f7b\u91cf\u3001\u53ef\u8fc1\u79fb\u7684\u9632\u5fa1\u624b\u6bb5\uff0c\u53ef\u4ee5\u9002\u5e94\u5404\u79cd\u653b\u51fb\u65b9\u6cd5\u548c\u76ee\u6807\u6a21\u578b\uff0c\u589e\u5f3a LLMs \u7684\u5b89\u5168\u6027\uff0c\u800c\u65e0\u9700\u4fee\u6539\u5e95\u5c42\u6a21\u578b\uff0c\u4e3a\u9632\u6b62 LLMs \u8d8a\u72f1\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u3002<\/p>\n\n\n\n

06. \u7406\u89e3\u4e0e\u63d0\u5347\u65e0\u9700\u8bad\u7ec3\u7684\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u65b9\u6cd5<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2403.12404 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u5728\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u9886\u57df\uff0c\u5206\u7c7b\u5668\u5f15\u5bfc\u548c\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u662f\u4e24\u79cd\u4e3b\u6d41\u6280\u672f\uff0c\u5b83\u4eec\u901a\u8fc7\u8bad\u7ec3\u989d\u5916\u7684\u6761\u4ef6\u6570\u636e\u6765\u5b9e\u73b0\u6a21\u578b\u63a7\u5236\u3002\u4f46\u6700\u8fd1\u63d0\u51fa\u7684\u65e0\u9700\u8bad\u7ec3\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u65b9\u6cd5\u5728\u56fe\u50cf\u3001\u8fd0\u52a8\u3001\u5f3a\u5316\u5b66\u4e60\u4ee5\u53ca\u79d1\u5b66\u53d1\u73b0\u7b49\u591a\u4e2a\u9886\u57df\u90fd\u663e\u793a\u51fa\u4e86\u5176\u91cd\u8981\u6027\u3002<\/p>\n\n\n\n

\u672c\u7bc7\u8bba\u6587\u6df1\u5165\u63a2\u8ba8\u4e86\u65e0\u9700\u8bad\u7ec3\u65b9\u6cd5\u5728\u4f55\u79cd\u60c5\u51b5\u4e0b\u53ef\u80fd\u4f18\u4e8e\u9700\u8981\u8bad\u7ec3\u7684\u65b9\u6cd5\uff1a(a) \u5f53\u8bad\u7ec3\u6570\u636e\u4e0d\u8db3\u4ee5\u8bad\u7ec3\u4e00\u4e2a\u6709\u6548\u7684\u5f15\u5bfc\u65f6\uff0c\u5982\u5206\u5b50\u751f\u6210\uff1b(b) \u5728\u9700\u8981\u96f6\u6837\u672c\u6cdb\u5316\u7684\u5f00\u653e\u5f0f\u4efb\u52a1\u76ee\u6807\u7684\u5f3a\u5316\u5b66\u4e60\u6216\u8fd0\u52a8\u751f\u6210\u4e2d\uff1b(c) \u5f53\u6307\u5bfc\u7f51\u7edc\u7684\u635f\u5931\u88ab\u89c6\u4e3a\u91d1\u6807\u51c6\u65f6\u3002<\/p>\n\n\n\n

\u7814\u7a76\u5458\u4eec\u5728\u6587\u4e2d\u8fdb\u4e00\u6b65\u9610\u91ca\u4e86\u65e0\u9700\u8bad\u7ec3\u5373\u53ef\u5b8c\u6210\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u7684\u539f\u56e0\u3002\u5148\u524d\u7684\u7814\u7a76\u663e\u793a\uff0c\u65e0\u9700\u8bad\u7ec3\u7684\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u53ef\u80fd\u65e0\u6cd5\u751f\u6210\u7b26\u5408\u6761\u4ef6\u6982\u7387\u5206\u5e03\u7684\u6837\u672c\u3002\u4f46\u672c\u6587\u4ece\u4f18\u5316\u7684\u89d2\u5ea6\u63d0\u4f9b\u4e86\u7406\u8bba\u8bc1\u660e\uff0c\u8868\u660e\u65e0\u9700\u8bad\u7ec3\u7684\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u80fd\u591f\u751f\u6210\u5177\u6709\u4f4e\u5f15\u5bfc\u7f51\u7edc\u635f\u5931\u7684\u6837\u672c\uff0c\u5e76\u4e14\u5176\u6536\u655b\u8fc7\u7a0b\u5177\u6709\u4e24\u4e2a\u9636\u6bb5\uff1a\u7b2c\u4e00\u9636\u6bb5\u635f\u5931\u51fd\u6570\u9707\u8361\uff0c\u7b2c\u4e8c\u9636\u6bb5\u635f\u5931\u51fd\u6570\u7ebf\u6027\u6536\u655b\u3002<\/p>\n\n\n\n

\"\u65e0\u9700\u8bad\u7ec3\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u65b9\u6cd5\u7684\u6536\u655b\u6027\"
\u56fe6\uff1a\u65e0\u9700\u8bad\u7ec3\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u65b9\u6cd5\u7684\u6536\u655b\u6027<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u6700\u540e\uff0c\u7814\u7a76\u5458\u4eec\u63a2\u8ba8\u4e86\u65e0\u9700\u8bad\u7ec3\u65b9\u6cd5\u7684\u6f5c\u5728\u5f0a\u7aef\u3002\u7814\u7a76\u8868\u660e\uff0c\u65e0\u9700\u8bad\u7ec3\u7684\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u66f4\u5bb9\u6613\u53d7\u5230\u5bf9\u6297\u68af\u5ea6\u7684\u5f71\u54cd\uff0c\u5e76\u4e14\u9700\u8981\u66f4\u591a\u7684\u6269\u6563\u6b65\u9aa4\u6765\u5b9e\u73b0\u6536\u655b\u3002\u5c3d\u7ba1\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e9b\u6539\u8fdb\u65b9\u6cd5\uff0c\u4f46\u4e5f\u6307\u51fa\u4e86\u8fd9\u4e9b\u5f0a\u7aef\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u662f\u4e0d\u53ef\u907f\u514d\u7684\u3002\u8fd9\u4e9b\u53d1\u73b0\u4e3a\u7406\u89e3\u548c\u6539\u8fdb\u6269\u6563\u6a21\u578b\u7684\u53ef\u63a7\u6027\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u89c1\u89e3\uff0c\u5e76\u4e3a\u672a\u6765\u7684\u7814\u7a76\u6307\u660e\u4e86\u65b9\u5411\u3002<\/p>\n\n\n\n

07. VASA-1\uff1a\u5b9e\u65f6\u751f\u6210\u97f3\u9891\u9a71\u52a8\u7684\u3001\u903c\u771f\u7684\u8bf4\u8bdd\u4eba\u8138<\/h2>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2404.10667 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/project\/vasa-1<\/a><\/p>\n\n\n\n

\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u97f3\u9891\u751f\u6210\u8bf4\u8bdd\u4eba\u8138\u6280\u672f VASA-1\uff0c\u8be5\u65b9\u6cd5\u4ec5\u9700\u4e00\u5f20\u4eba\u8138\u8096\u50cf\u3001\u4e00\u6bb5\u97f3\u9891\u548c\u4e00\u4e9b\u53ef\u9009\u7684\u63a7\u5236\u4fe1\u53f7\uff0c\u5373\u53ef\u5b9e\u65f6\u751f\u6210\u903c\u771f\u7684\u8bf4\u8bdd\u89c6\u9891\u3002\u901a\u8fc7\u5c06\u9762\u90e8\u52a8\u6001\uff08\u5982\u5507\u90e8\u8fd0\u52a8\u3001\u8868\u60c5\u3001\u773c\u795e\u548c\u7728\u773c\uff09\u89c6\u4e3a\u5355\u4e00\u9690\u53d8\u91cf\uff0c\u5e76\u7ed3\u5408\u5934\u90e8\u8fd0\u52a8\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u5229\u7528\u6269\u6563\u6a21\u578b\u5efa\u6a21\u591a\u6837\u7684\u8bf4\u8bdd\u884c\u4e3a\u6a21\u5f0f\u3002\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u5173\u952e\u5728\u4e8e\u6784\u5efa\u80fd\u591f\u8868\u8fbe\u6574\u4f53\u9762\u90e8\u52a8\u6001\u7684\u6f5c\u5728\u7a7a\u95f4\uff0c\u4ece\u800c\u4e3a\u6269\u6563\u6a21\u578b\u63d0\u4f9b\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n\n\n\n

\"VASA-1
\u56fe7\uff1aVASA-1 \u53ef\u5b9e\u65f6\u751f\u6210\u97f3\u9891\u9a71\u52a8\u7684\u903c\u771f\u4eba\u8138\u89c6\u9891<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u5177\u4f53\u800c\u8a00\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u57fa\u4e8e\u9690\u5f0f\u4e09\u7ef4\u8868\u8fbe\u7684\u4eba\u8138\u91cd\u73b0\u6846\u67b6\uff0c\u901a\u8fc7\u4ea4\u6362\u5934\u90e8\u59ff\u6001\u548c\u9762\u90e8\u52a8\u6001\u9690\u5411\u91cf\u6765\u5b9e\u73b0\u76ee\u6807\u56fe\u50cf\u91cd\u5efa\uff0c\u5e76\u901a\u8fc7\u91cd\u5efa\u635f\u5931\u6765\u8bad\u7ec3\u7f51\u7edc\u3002\u4e3a\u4e86\u589e\u5f3a\u6846\u67b6\u7684\u89e3\u8026\u80fd\u529b\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5f15\u5165\u4e86\u4ea4\u53c9\u8eab\u4efd\u635f\u5931\u548c\u9762\u90e8\u52a8\u6001\u4e0e\u5934\u90e8\u59ff\u6001\u4e00\u81f4\u6027\u635f\u5931\uff0c\u524d\u8005\u63d0\u5347\u4e86\u9762\u90e8\u52a8\u6001\u4e0e\u8eab\u4efd\u4fe1\u606f\u7684\u89e3\u8026\uff0c\u540e\u8005\u5219\u589e\u5f3a\u4e86\u9762\u90e8\u52a8\u6001\u4e0e\u5934\u90e8\u59ff\u6001\u7684\u89e3\u8026\u3002<\/p>\n\n\n\n

\u5982\u56fe7\u6240\u793a\uff0c\u5728\u83b7\u5f97\u4eba\u8138\u89e3\u8026\u8868\u5f81\u7a7a\u95f4\u540e\uff0c\u7814\u7a76\u5458\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u6574\u4f53\u5934\u90e8\u8fd0\u52a8\u751f\u6210\u5668\uff0c\u8f93\u5165\u6761\u4ef6\u5305\u62ec\u97f3\u9891\u548c\u5176\u4ed6\u63a7\u5236\u4fe1\u53f7\uff0c\u5982\u89c6\u7ebf\u65b9\u5411\u3001\u5934\u90e8\u8ddd\u79bb\u548c\u60c5\u611f\u504f\u79fb\u7b49\u3002\u4e3a\u4e86\u5b9e\u73b0\u751f\u6210\u7ed3\u679c\u76f8\u90bb\u7a97\u53e3\u7684\u5e73\u6ed1\u8fc7\u6e21\uff0c\u7814\u7a76\u5458\u4eec\u4f7f\u7528\u4e86\u4e0a\u4e00\u7a97\u53e3\u7684\u97f3\u9891\u7279\u5f81\u548c\u751f\u6210\u8fd0\u52a8\u7684\u6700\u540e\u51e0\u5e27\u4f5c\u4e3a\u5f53\u524d\u6761\u4ef6\u3002\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u7528\u5355\u5f20\u8096\u50cf\u56fe\u50cf\u548c\u97f3\u9891\u5b9e\u65f6\u751f\u6210\u8bf4\u8bdd\u4eba\u8138\u89c6\u9891\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cVASA-1 \u5728\u4e0d\u540c\u6d4b\u8bd5\u96c6\u4e0a\u7684\u8868\u73b0\u5747\u5927\u5e45\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\u3002<\/p>\n\n\n\n

\"\u9762\u90e8\u52a8\u6001\u548c\u5934\u90e8\u59ff\u6001\u751f\u6210\u7b97\u6cd5\u6846\u67b6\u56fe\"
\u56fe8\uff1a\u9762\u90e8\u52a8\u6001\u548c\u5934\u90e8\u59ff\u6001\u751f\u6210\u7b97\u6cd5\u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

\u6ce8\uff1a\u8be5\u7814\u7a76\u6240\u5c55\u793a\u7684\u6240\u6709\u8096\u50cf\u56fe\u7247\uff0c\u9664\u8499\u5a1c\u4e3d\u838e\u4e4b\u5916\uff0c\u5747\u7531StyleGAN2\u6216DALL\u00b7E-3\u6280\u672f\u751f\u6210\uff0c\u5c55\u793a\u7684\u662f\u865a\u6784\u4e14\u4e0d\u5b58\u5728\u7684\u4eba\u7269\u3002\u6211\u4eec\u63a2\u7d22\u7684\u662f\u4e3a\u865a\u62df\u3001\u4e92\u52a8\u89d2\u8272\u751f\u6210\u89c6\u89c9\u60c5\u611f\u6280\u80fd\uff0c\u800c\u975e\u6a21\u4eff\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4eba\u7269\u3002<\/em><\/p>\n\n\n\n

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<\/p>\n\n\n\n

\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u786e\u4fdd\u76f8\u5173\u6280\u672f\u80fd\u88ab\u4eba\u4eec\u4fe1\u8d56\u662f\u4e00\u4e2a\u9700\u8981\u653b\u575a\u7684\u95ee\u9898\u3002\u5fae\u8f6f\u4e3b\u52a8\u91c7\u53d6\u4e86\u4e00\u7cfb\u5217\u63aa\u65bd\u6765\u9884\u5224\u548c\u964d\u4f4e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6240\u5e26\u6765\u7684\u98ce\u9669\u3002\u5fae\u8f6f\u81f4\u529b\u4e8e\u4f9d\u7167\u4ee5\u4eba\u4e3a\u672c\u7684\u4f26\u7406\u539f\u5219\u63a8\u8fdb\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u65e9\u57282018\u5e74\u5c31\u53d1\u5e03\u4e86\u201c\u516c\u5e73\u3001\u5305\u5bb9\u3001\u53ef\u9760\u4e0e\u5b89\u5168\u3001\u900f\u660e\u3001\u9690\u79c1\u4e0e\u4fdd\u969c\u3001\u8d1f\u8d23\u201d\u516d\u4e2a\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u539f\u5219\uff08Responsible AI Principles\uff09\uff0c\u968f\u540e\u53c8\u53d1\u5e03\u4e86\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u6807\u51c6\uff08Responsible AI Standards\uff09\u5c06\u5404\u9879\u539f\u5219\u5b9e\u65bd\u843d\u5730\uff0c\u5e76\u8bbe\u7f6e\u4e86\u6cbb\u7406\u67b6\u6784\u786e\u4fdd\u5404\u56e2\u961f\u628a\u5404\u9879\u539f\u5219\u548c\u6807\u51c6\u843d\u5b9e\u5230\u65e5\u5e38\u5de5\u4f5c\u4e2d\u3002\u5fae\u8f6f\u4e5f\u6301\u7eed\u4e0e\u5168\u7403\u7684\u7814\u7a76\u4eba\u5458\u548c\u5b66\u672f\u673a\u6784\u5408\u4f5c\uff0c\u4e0d\u65ad\u63a8\u8fdb\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u7684\u5b9e\u8df5\u548c\u6280\u672f\u3002<\/em><\/p>\n\n\n\n

\u6b32\u4e86\u89e3\u5fae\u8f6f\u7814\u7a76\u9662\u5728\u672c\u5c4a NeurIPS \u7684\u66f4\u591a\u5185\u5bb9\uff0c\u8bf7\u8bbf\u95ee\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/story\/microsoft-at-neurips-2024-advancing-ai-research-across-domains\/<\/a><\/p>\n\n\n\n

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