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\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4eba\u521a\u6bd5\u4e1a\uff0c\u98a0\u8986\u6574\u4e2aAI\u754c\uff1a\u6252\u4e00\u6252Sora\u4e24\u5e26\u5934\u4eba\u535a\u58eb\u8bba\u6587<\/a><\/p>\n

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\u770b\u770b\u8fd9\u4e2a\u65f6\u4ee3\u6700\u4f1f\u5927 AI \u5b66\u8005\u7684\u7814\u7a76\u8109\u7edc\u3002<\/p>\n<\/section>\n<\/blockquote>\n

2024 \u5e74\u662f\u751f\u6210\u5f0f AI \u5143\u5e74\uff0c\u624d\u5230 2 \u6708\uff0cOpenAI \u5c31\u7528 Sora \u628a\u7ade\u4e89\u63a8\u5411\u4e86\u89c6\u9891\u751f\u6210\u7684\u65b0\u9ad8\u5ea6\u3002<\/p>\n

\u6211\u4eec\u90fd\u8fd8\u8bb0\u5f97\u521d\u89c1 Sora \u4f5c\u54c1\u65f6\u53d7\u5230\u7684\u9707\u64bc\uff0c\u611f\u53f9\u5176\u4ed6\u7ade\u4e89\u5bf9\u624b\u60f3\u8981\u8d76\u4e0a OpenAI\uff0c\u81f3\u5c11\u4e5f\u5f97\u9700\u8981\u4e2a\u534a\u5e74\u5230\u4e00\u5e74\u7684\u65f6\u95f4\u3002<\/p>\n

Sora \u53d1\u5e03\u540e\uff0c\u5176\u5f00\u53d1\u56e2\u961f\u81ea\u7136\u4e5f\u6210\u4e3a\u5173\u6ce8\u7126\u70b9\uff0c\u4eba\u4eec\u90fd\u60f3\u77e5\u9053\u5177\u6709\u8de8\u65f6\u4ee3\u610f\u4e49\u7684 AI \u6280\u672f\u662f\u5982\u4f55\u88ab\u5f00\u53d1\u51fa\u6765\u7684\u3002DiT \u6a21\u578b\u4f5c\u8005\u8c22\u8d5b\u5b81\u66fe\u8868\u793a\uff1a\u300c\u4ed6\u4eec\u6bcf\u5929\u57fa\u672c\u4e0d\u7761\u89c9\u9ad8\u5f3a\u5ea6\u5de5\u4f5c\u4e86\u4e00\u5e74\u300d\u3002<\/p>\n

\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0c\u7b54\u6848\u6b63\u88ab\u6162\u6162\u63ed\u6653\u3002<\/p>\n

\u4ee5\u4e0b\u662f OpenAI \u6280\u672f\u62a5\u544a\u4e2d\uff0cSora \u7684\u5341\u4e09\u4f4d\u4f5c\u8005\uff1a<\/p>\n

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\u5176\u4e2d\u7684\u524d\u4e24\u4f4d\uff0cTim Brooks\u3001Bill Peebles\uff0c\u4ed6\u4eec\u88ab\u8ba4\u4e3a\u662f\u300cSora \u4e4b\u7236\u300d\uff0c\u62c5\u4efb OpenAI Sora \u9879\u76ee\u7814\u7a76\u4e3b\u7ba1\uff0c\u53c8\u5341\u5206\u5e74\u8f7b \u2014\u2014 \u4e24\u4eba\u90fd\u662f 2023 \u5e74\u521a\u521a\u4ece\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\uff08UC Berkeley\uff09\u535a\u58eb\u6bd5\u4e1a\u7684\u3002<\/p>\n

\u5728 Sora \u6280\u672f\u516c\u5f00\u540e\uff0c\u4ed6\u4eec\u66fe\u5171\u540c\u8fdb\u884c\u5ba3\u8bb2\uff0c\u63a5\u53d7\u8fc7\u5f88\u591a\u5a92\u4f53\u91c7\u8bbf\u3002<\/p>\n

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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u7247\u4e2d\u95f4\u4e3a Tim Brooks\uff0c\u53f3\u4fa7\u4e3a Bill Peebles\u3002<\/sup><\/em><\/p>\n

\u770b\u4e24\u4eba\u7684\u5de5\u4f5c\u7ecf\u5386\uff0c\u4ed6\u4eec\u5206\u522b\u662f\u5728 2023 \u5e74 1 \u6708\u548c 3 \u6708\u52a0\u5165 OpenAI \u7684\u3002<\/p>\n

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\u6211\u4eec\u77e5\u9053\uff0c2022 \u5e74 11 \u6708 30 \u65e5\uff0cOpenAI \u7684 ChatGPT \u6a2a\u7a7a\u51fa\u4e16\uff0c\u7531\u6b64\u6380\u8d77\u4e86\u5927\u6a21\u578b\u300c\u98a0\u8986\u4e16\u754c\u300d\u7684\u6d6a\u6f6e\u3002<\/p>\n

\u4ed6\u4eec\u8ffd\u968f\u4f20\u5947\u800c\u6765\uff0c\u5982\u4eca\u56de\u5934\u671b\u53bb\uff0c\u81ea\u5df1\u4e5f\u6210\u4e3a\u4e86\u4f20\u5947\u3002<\/p>\n

\u4f5c\u4e3a Sora \u80cc\u540e\u7684\u4e3b\u8981\u63a8\u52a8\u8005\uff0cTim Brooks\u3001Bill Peebles \u4e24\u4eba\u7684\u535a\u58eb\u6bd5\u4e1a\u8bba\u6587\uff0c\u4e5f\u90fd\u662f\u4ee5 AI \u89c6\u9891\u751f\u6210\u4e3a\u4e3b\u9898\u7684\u3002\u662f\u65f6\u5019\u4ece\u6280\u672f\u53d1\u5c55\u7684\u89d2\u5ea6\uff0c\u6765\u7814\u7a76\u4e00\u4e0b Sora \u7684\u6765\u9f99\u53bb\u8109\u4e86\u3002<\/p>\n

Tim Brooks<\/strong><\/p>\n

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\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/www.timothybrooks.com\/about\/<\/p>\n

Tim Brooks \u535a\u58eb\u6bd5\u4e1a\u4e8e UC Berkeley \u7684\u300c\u4f2f\u514b\u5229\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u300dBAIR\uff0c\u5bfc\u5e08\u4e3a Alyosha Efros\u3002<\/p>\n

\u5728\u535a\u58eb\u5c31\u8bfb\u671f\u95f4\uff0c\u4ed6\u66fe\u63d0\u51fa\u4e86 InstructPix2Pix\uff0c\u4ed6\u8fd8\u66fe\u5728\u8c37\u6b4c\u4ece\u4e8b\u4e3a Pixel \u624b\u673a\u6444\u50cf\u5934\u63d0\u4f9b AI \u7b97\u6cd5\u7684\u5de5\u4f5c\uff0c\u5e76\u5728\u82f1\u4f1f\u8fbe\u7814\u7a76\u8fc7\u89c6\u9891\u751f\u6210\u6a21\u578b\u3002\u535a\u58eb\u6bd5\u4e1a\u540e\uff0cTim Brooks \u52a0\u5165 OpenAI\uff0c\u53c2\u4e0e\u8fc7 GPT-4\u3001Sora \u7b49\u591a\u9879\u7814\u7a76\u3002<\/p>\n

2023 \u5e74\uff0cTim Brooks \u987a\u5229\u6bd5\u4e1a\uff0c\u535a\u58eb\u8bba\u6587\u63a5\u8fd1 100 \u9875\u3002\u8bba\u6587\u9898\u76ee\u4e3a\u300aGenerative Models for Image and Long Video Synthesis \u300b\u3002<\/p>\n

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\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/www2.eecs.berkeley.edu\/Pubs\/TechRpts\/2023\/EECS-2023-100.pdf<\/p>\n

\u8bba\u6587\u7b80\u4ecb<\/strong><\/p>\n

\u5728\u8fd9\u7bc7\u535a\u58eb\u8bba\u6587\u4e2d\uff0cTim Brooks \u63d0\u51fa\u4e86\u5c06\u56fe\u50cf\u548c\u89c6\u9891\u751f\u6210\u6a21\u578b\u7528\u4e8e\u4e00\u822c\u89c6\u89c9\u5185\u5bb9\u521b\u4f5c\u7684\u57fa\u672c\u8981\u7d20\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\u4e09\u4e2a\u65b9\u9762\uff1a<\/p>\n

\u9996\u5148\uff0c\u8bba\u6587\u4ecb\u7ecd\u4e86\u957f\u89c6\u9891\u751f\u6210\u76f8\u5173\u7814\u7a76\uff0c\u5e76\u63d0\u51fa\u4e00\u79cd\u7f51\u7edc\u67b6\u6784\u548c\u8bad\u7ec3\u8303\u5f0f\uff0c\u7528\u4e8e\u4ece\u89c6\u9891\u4e2d\u5b66\u4e60\u957f\u7a0b\u65f6\u95f4\u6a21\u5f0f\uff0c\u8fd9\u662f\u5c06\u89c6\u9891\u751f\u6210\u4ece\u8f83\u77ed\u7684\u526a\u8f91\u63a8\u8fdb\u5230\u8f83\u957f\u5f62\u5f0f\u4e14\u8fde\u8d2f\u89c6\u9891\u7684\u5173\u952e\u6311\u6218\u3002<\/p>\n

\u63a5\u4e0b\u6765\uff0c\u8bba\u6587\u4ecb\u7ecd\u4e86\u57fa\u4e8e\u4eba\u4f53\u59ff\u6001\u751f\u6210\u573a\u666f\u56fe\u50cf\u7684\u7814\u7a76\uff0c\u5c55\u793a\u4e86\u751f\u6210\u6a21\u578b\u7528\u6765\u8868\u793a\u4eba\u4e0e\u5468\u56f4\u73af\u5883\u4e4b\u95f4\u5173\u7cfb\u7684\u80fd\u529b\uff0c\u5e76\u5f3a\u8c03\u4e86\u4ece\u5927\u578b\u4e14\u590d\u6742\u7684\u65e5\u5e38\u4eba\u7c7b\u6d3b\u52a8\u6570\u636e\u96c6\u4e2d\u5b66\u4e60\u7684\u91cd\u8981\u6027\u3002<\/p>\n

\u6700\u540e\uff0c\u8bba\u6587\u4ecb\u7ecd\u4e86\u4e00\u79cd\u901a\u8fc7\u7ed3\u5408\u5927\u578b\u8bed\u8a00\u6a21\u578b\u548c\u6587\u672c\u5230\u56fe\u50cf\u6a21\u578b\u7684\u80fd\u529b\u6765\u521b\u5efa\u76d1\u7763\u8bad\u7ec3\u6570\u636e\uff0c\u4ece\u800c\u6307\u5bfc\u751f\u6210\u6a21\u578b\u9075\u5faa\u56fe\u50cf\u7f16\u8f91\u6307\u4ee4\u7684\u65b9\u6cd5\u3002\u8fd9\u4e9b\u5de5\u4f5c\u5171\u540c\u63d0\u5347\u4e86\u751f\u6210\u6a21\u578b\u5408\u6210\u56fe\u50cf\u548c\u957f\u89c6\u9891\u7684\u80fd\u529b\u3002<\/p>\n

Tim Brooks \u8868\u793a\uff0c\u5728\u4ed6\u8bfb\u535a\u671f\u95f4\uff082019-2023 \u5e74\uff09\uff0c\u56fe\u50cf\u548c\u89c6\u9891\u751f\u6210\u6a21\u578b\u5df2\u7ecf\u4ece\u5c0f\u8303\u56f4\u7684\u6f14\u793a\u53d1\u5c55\u6210\u88ab\u5e7f\u6cdb\u91c7\u7528\u7684\u521b\u610f\u5de5\u5177\u3002\u4ed6\u975e\u5e38\u5e86\u5e78\u81ea\u5df1\u80fd\u5728\u8fd9\u4e2a\u5173\u952e\u7684\u65f6\u523b\u653b\u8bfb\u89c6\u89c9\u751f\u6210\u6a21\u578b\u7684\u535a\u58eb\u5b66\u4f4d\uff0c\u4ed6\u4e5f\u5bf9\u751f\u6210\u6a21\u578b\u5145\u6ee1\u4e86\u4fe1\u5fc3\u3002<\/p>\n

\u63a5\u4e0b\u6765\u6211\u4eec\u4ecb\u7ecd\u4e00\u4e0b Tim Brooks \u535a\u58eb\u8bba\u6587\u6bcf\u7ae0\u8282\u7684\u4e3b\u8981\u5185\u5bb9\u3002<\/p>\n

\u7b2c 2 \u7ae0\u4e13\u6ce8\u4e8e\u751f\u6210\u5177\u6709\u4e30\u5bcc\u52a8\u6001\u548c\u65b0\u5185\u5bb9\u7684\u957f\u89c6\u9891\u3002\u56fe 2.1 \u5c55\u793a\u4e86\u6a21\u578b\u80fd\u591f\u751f\u6210\u4e30\u5bcc\u7684\u8fd0\u52a8\u548c\u573a\u666f\u53d8\u5316\u3002<\/p>\n

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<\/span>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u6765\u6e90\uff1ahttps:\/\/www.timothybrooks.com\/tech\/long-video-gan\/<\/sup><\/em><\/section>\n

\u672c\u7ae0\u7684\u4e3b\u8981\u8d21\u732e\u662f\u4e00\u4e2a\u5206\u5c42\u751f\u6210\u5668\u67b6\u6784\uff0c\u751f\u6210\u5668\u6982\u89c8\u56fe\u5982\u4e0b\u6240\u793a\u3002<\/p>\n

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\u7b2c 3 \u7ae0\u4ecb\u7ecd\u4e86\u4ece\u53cd\u6620\u65e5\u5e38\u4eba\u7c7b\u6d3b\u52a8\u7684\u590d\u6742\u73b0\u5b9e\u4e16\u754c\u6570\u636e\u4e2d\u5b66\u4e60\u7684\u7814\u7a76\u3002\u4eba\u3001\u7269\u4f53\u53ca\u5176\u5468\u56f4\u73af\u5883\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u63d0\u4f9b\u4e86\u6709\u5173\u4e16\u754c\u7684\u4e30\u5bcc\u4fe1\u606f\u6765\u6e90\u3002Tim Brooks \u63d0\u51fa\u4e86\u4e00\u79cd\u901a\u8fc7\u6761\u4ef6\u751f\u6210\u6a21\u578b\u5b66\u4e60\u8fd9\u4e9b\u5173\u7cfb\u7684\u65b9\u6cd5\u3002\u65e9\u671f\u7684\u751f\u6210\u6a21\u578b\u4e3b\u8981\u96c6\u4e2d\u5728\u7279\u5b9a\u7684\u5185\u5bb9\u7c7b\u522b\u4e0a\uff0c\u4f8b\u5982\u4eba\u8138\u6216\u7279\u5b9a\u7684\u5bf9\u8c61\u7c7b\u3002\u8fd9\u9879\u5de5\u4f5c\u5c06\u751f\u6210\u6a21\u578b\u6269\u5c55\u5230\u7528\u4eba\u7c7b\u5efa\u6a21\u590d\u6742\u573a\u666f\u7684\u9886\u57df\u3002\u53ea\u8981\u8f93\u5165\u4e00\u4e2a\u4eba\u7684\u9aa8\u9abc\u59ff\u6001\uff0c\u8be5\u6a21\u578b\u5c31\u80fd\u591f\u751f\u6210\u4e0e\u8be5\u59ff\u6001\u517c\u5bb9\u7684\u5408\u7406\u573a\u666f\u3002\u8be5\u6a21\u578b\u65e2\u53ef\u4ee5\u751f\u6210\u7a7a\u573a\u666f\uff0c\u4e5f\u53ef\u4ee5\u751f\u6210\u8f93\u5165\u59ff\u6001\u4e2d\u6709\u4eba\u7c7b\u7684\u573a\u666f\u3002<\/p>\n

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\u672c\u5c0f\u8282\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u6761\u4ef6 GAN \u6765\u751f\u6210\u4e0e\u4eba\u7c7b\u59ff\u6001\u517c\u5bb9\u7684\u573a\u666f\uff0c\u7f51\u7edc\u67b6\u6784\u57fa\u4e8e StyleGAN2 \uff0c\u5982\u56fe 3.3 \u6240\u793a\u3002<\/p>\n

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\u8fd9\u7bc7\u8bba\u6587\u8fd8\u5f3a\u8c03\u4e86\u901a\u8fc7\u5bf9\u65e5\u5e38\u4eba\u7c7b\u6d3b\u52a8\u7684\u5927\u578b\u89c6\u89c9\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\uff0c\u6765\u7406\u89e3\u89c6\u89c9\u4e16\u754c\u590d\u6742\u5173\u7cfb\u7684\u80fd\u529b\u3002<\/p>\n

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\u7b2c 4 \u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u6280\u672f\uff0c\u6559\u751f\u6210\u6a21\u578b\u9075\u5faa\u4eba\u7c7b\u7f16\u8f91\u6307\u4ee4\u3002\u56fe 4.1 \u663e\u793a\u4e86\u6a21\u578b\u6267\u884c\u56fe\u50cf\u7f16\u8f91\u6307\u4ee4\u7684\u793a\u4f8b\uff0c\u56fe 4.2 \u663e\u793a\u4e86\u5728\u6587\u672c\u6d88\u606f\u4f1a\u8bdd\u4e2d\u4f7f\u7528\u7684\u6a21\u62df\u63a5\u53e3\u3002<\/p>\n

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\u7531\u4e8e\u96be\u4ee5\u5927\u89c4\u6a21\u83b7\u53d6\u57fa\u4e8e\u6307\u4ee4\u7684\u56fe\u50cf\u7f16\u8f91\u8bad\u7ec3\u6570\u636e\uff0c\u8be5\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u751f\u6210\u914d\u5bf9\u6570\u636e\u96c6\u7684\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u7ed3\u5408\u4e86\u591a\u4e2a\u5728\u4e0d\u540c\u6a21\u6001\u4e0a\u9884\u8bad\u7ec3\u7684\u5927\u578b\u6a21\u578b\uff1a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08GPT-3 \uff09\u548c\u6587\u672c\u5230\u56fe\u50cf\u6a21\u578b\uff08Stable Diffusion\uff09\u3002\u8fd9\u4e24\u4e2a\u6a21\u578b\u6355\u83b7\u4e86\u5173\u4e8e\u8bed\u8a00\u548c\u56fe\u50cf\u7684\u4e92\u8865\u77e5\u8bc6\uff0c\u53ef\u4ee5\u5c06\u5b83\u4eec\u7ed3\u5408\u8d77\u6765\u4e3a\u8de8\u4e24\u79cd\u6a21\u6001\u7684\u4efb\u52a1\u521b\u5efa\u914d\u5bf9\u8bad\u7ec3\u6570\u636e\uff0c\u800c\u8fd9\u4e24\u79cd\u6a21\u6001\u4e2d\u7684\u4efb\u4f55\u4e00\u4e2a\u90fd\u65e0\u6cd5\u5355\u72ec\u5b8c\u6210\u3002<\/p>\n

\u4f7f\u7528\u751f\u6210\u7684\u914d\u5bf9\u6570\u636e\uff0cTim Brooks \u8bad\u7ec3\u4e86\u4e00\u4e2a\u6761\u4ef6\u6269\u6563\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5728\u7ed9\u5b9a\u8f93\u5165\u56fe\u50cf\u548c\u6709\u5173\u5982\u4f55\u7f16\u8f91\u6587\u672c\u6307\u4ee4\u7684\u60c5\u51b5\u4e0b\uff0c\u751f\u6210\u7f16\u8f91\u540e\u7684\u56fe\u50cf\u3002\u8be5\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u5728\u524d\u5411\u4f20\u64ad\u4e2d\u6267\u884c\u56fe\u50cf\u7f16\u8f91\uff0c\u4e0d\u9700\u8981\u4efb\u4f55\u5176\u4ed6\u793a\u4f8b\u56fe\u50cf\u3001\u8f93\u5165 \/ \u8f93\u51fa\u56fe\u50cf\u7684\u5b8c\u6574\u63cf\u8ff0\u6216\u6bcf\u4e2a\u793a\u4f8b\u7684\u5fae\u8c03\u3002\u5c3d\u7ba1\u6a21\u578b\u5b8c\u5168\u5728\u5408\u6210\u793a\u4f8b\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u5176\u5b9e\u73b0\u4e86\u5bf9\u4efb\u610f\u771f\u5b9e\u56fe\u50cf\u548c\u4eba\u7c7b\u6307\u4ee4\u7684\u96f6\u6837\u672c\u6cdb\u5316\u3002\u8be5\u6a21\u578b\u53ef\u4ee5\u6309\u7167\u4eba\u7c7b\u6307\u4ee4\u6267\u884c\u5404\u79cd\u7f16\u8f91\uff1a\u66ff\u6362\u5bf9\u8c61\u3001\u66f4\u6539\u56fe\u50cf\u6837\u5f0f\u3001\u66f4\u6539\u8bbe\u7f6e\u3001\u827a\u672f\u5a92\u4ecb\u7b49\u3002<\/p>\n

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

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\u4e0e\u5176\u4ed6\u65b9\u6cd5\u7684\u6bd4\u8f83\u7ed3\u679c\u5982\u4e0b\uff1a\u00a0<\/p>\n

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

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

\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u7bc7\u535a\u58eb\u8bba\u6587\u786e\u5b9a\u4e86\u672a\u6765\u89c6\u89c9\u751f\u6210\u6a21\u578b\u7684\u4e09\u4e2a\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u5efa\u6a21\u957f\u7a0b\u6a21\u5f0f\uff0c\u4ece\u590d\u6742\u7684\u89c6\u89c9\u6570\u636e\u4e2d\u5b66\u4e60\uff0c\u4ee5\u53ca\u9075\u5faa\u89c6\u89c9\u751f\u6210\u6307\u4ee4\u3002\u8fd9\u4e09\u4e2a\u8981\u7d20\u5bf9\u4e8e\u5f00\u53d1\u8d85\u7ea7\u667a\u80fd\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u6267\u884c\u590d\u6742\u7684\u89c6\u89c9\u521b\u9020\u4efb\u52a1\uff0c\u5e2e\u52a9\u4eba\u7c7b\u521b\u9020\uff0c\u5e76\u5c06\u4eba\u7c7b\u7684\u60f3\u8c61\u529b\u5e26\u5165\u751f\u6d3b\u3002<\/p>\n

William (Bill) Peebles<\/strong><\/p>\n

<\/a><\/strong><\/p>\n

\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/www.wpeebles.com\/<\/p>\n

2023 \u5e74\uff0cWilliam (Bill) Peebles \u5728\u4f2f\u514b\u5229\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4e2d\u5fc3\u83b7\u5f97\u4e86\u535a\u58eb\u5b66\u4f4d\uff0c\u5bfc\u5e08\u662f Alyosha Efros\uff0c\u4e0e Tim Brooks \u5e08\u51fa\u540c\u95e8\u3002<\/p>\n

William (Bill) Peebles \u672c\u79d1\u6bd5\u4e1a\u4e8e\u9ebb\u7701\u7406\u5de5\u5b66\u9662\uff0c\u66fe\u5728 FAIR\u3001Adobe Research \u548c NVIDIA \u5b9e\u4e60\u8fc7\u3002\u5728\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\u671f\u95f4\uff0c\u4ed6\u5f97\u5230\u4e86\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u57fa\u91d1\u4f1a\uff08NSF\uff09\u7814\u7a76\u751f\u7814\u7a76\u5956\u5b66\u91d1\u8ba1\u5212\u7684\u652f\u6301\u3002<\/p>\n

William (Bill) Peebles \u7684\u535a\u58eb\u8bba\u6587\u4ee5\u56fe\u50cf\u751f\u6210\u6a21\u578b\u4e3a\u4e3b\u9898\uff0c\u8bba\u6587\u9898\u76ee\u662f\u300aGenerative Models of Images and Neural Networks\u300b\u3002<\/p>\n

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

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/www.proquest.com\/openview\/818cd87d905514d7d3706077d95d80b5\/1?pq-origsite=gscholar&cbl=18750&diss=y<\/p>\n

\u8bba\u6587\u7b80\u4ecb<\/strong><\/p>\n

\u5927\u89c4\u6a21\u751f\u6210\u6a21\u578b\u63a8\u52a8\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u6700\u65b0\u8fdb\u5c55\u3002\u8fd9\u79cd\u8303\u5f0f\u4f7f\u5f97\u4eba\u5de5\u667a\u80fd\u7684\u8bb8\u591a\u95ee\u9898\u53d6\u5f97\u4e86\u7a81\u7834\uff0c\u5176\u4e2d\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u662f\u6700\u5927\u7684\u53d7\u76ca\u8005\u3002<\/p>\n

\u7ed9\u5b9a\u4e00\u4e2a\u65b0\u4efb\u52a1\uff0c\u9884\u8bad\u7ec3\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u96f6\u6837\u672c\u5730\u89e3\u51b3\u8be5\u4efb\u52a1\uff0c\u4e5f\u53ef\u4ee5\u5728\u5c11\u91cf\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u8bad\u7ec3\u6837\u672c\u4e0a\u8fdb\u884c\u6709\u6548\u7684\u5fae\u8c03\u3002<\/p>\n

\u7136\u800c\uff0c\u5728\u89c6\u89c9\u3001\u5143\u5b66\u4e60\u7b49\u9886\u57df\uff0c\u751f\u6210\u5f0f\u6a21\u578b\u7684\u8fdb\u5c55\u5374\u843d\u540e\u4e86\u3002<\/p>\n

William (Bill) Peebles \u7684\u535a\u58eb\u8bba\u6587\u7814\u7a76\u4e86\u8bad\u7ec3\u6539\u8fdb\u7684\u3001\u53ef\u6269\u5c55\u7684\u4e24\u79cd\u6a21\u6001\uff08\u56fe\u50cf\u548c\u795e\u7ecf\u7f51\u7edc\u53c2\u6570\uff09\u7684\u751f\u6210\u5f0f\u6a21\u578b\u7684\u65b9\u6cd5\uff0c\u5e76\u7814\u7a76\u4e86\u5982\u4f55\u5229\u7528\u9884\u8bad\u7ec3\u751f\u6210\u5f0f\u6a21\u578b\u6765\u89e3\u51b3\u5176\u4ed6\u4e0b\u6e38\u4efb\u52a1\u3002<\/p>\n

\u9996\u5148\uff0c\u8be5\u8bba\u6587\u8bc1\u660e\u4fdd\u7559\u4e86\u6269\u6563\u6a21\u578b\u56fe\u50cf\u751f\u6210\u6269\u5c55\u7279\u6027\u7684\u6269\u6563 transformer\uff08DiT\uff09\uff0c\u4f18\u4e8e\u4e4b\u524d\u4e3b\u5bfc\u8be5\u9886\u57df\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n

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\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cDiT \u67b6\u6784\u662f\u5728\u4e00\u7bc7\u9898\u4e3a\u300aScalable Diffusion Models with Transformers\u300b\u7684\u8bba\u6587\u4e2d\u88ab\u6b63\u5f0f\u63d0\u51fa\u7684\uff0c\u7b2c\u4e00\u4f5c\u8005\u5c31\u662f William Peebles\uff0c\u53e6\u5916\u4e00\u4f4d\u8bba\u6587\u4f5c\u8005\u662f\u7ebd\u7ea6\u5927\u5b66\u7684\u8c22\u8d5b\u5b81\u3002<\/p>\n

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

\u7136\u540e\uff0cWilliam (Bill) Peebles \u7684\u535a\u58eb\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u5b66\u4e60\u6846\u67b6\uff0c\u65e8\u5728\u57fa\u4e8e\u6784\u5efa\u65b0\u6570\u636e\u6e90\uff08\u795e\u7ecf\u7f51\u7edc\u68c0\u67e5\u70b9\uff09\u7684\u751f\u6210\u5f0f\u6a21\u578b\u8fdb\u884c\u5b66\u4e60\u3002<\/p>\n

\u8be5\u8bba\u6587\u521b\u5efa\u4e86\u5305\u542b\u6570\u5341\u4e07\u6b21\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u8fd0\u884c\u7684\u6570\u636e\u96c6\uff0c\u5e76\u4f7f\u7528\u5b83\u6765\u8bad\u7ec3\u751f\u6210\u5f0f\u6a21\u578b\u3002\u7ed9\u5b9a\u8d77\u59cb\u53c2\u6570\u5411\u91cf\u548c\u76ee\u6807\u635f\u5931\u3001\u9519\u8bef\u6216\u5956\u52b1\uff0c\u5728\u6b64\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u635f\u5931\u6761\u4ef6\u6269\u6563\u6a21\u578b\u53ef\u4ee5\u5bf9\u5b9e\u73b0\u6240\u9700\u6307\u6807\u7684\u53c2\u6570\u66f4\u65b0\u8fdb\u884c\u91c7\u6837\u3002<\/p>\n

\u8fd9\u79cd\u65b9\u6cd5\u514b\u670d\u4e86\u4ee5\u524d\u5143\u5b66\u4e60\u7b97\u6cd5\u7684\u8bb8\u591a\u56f0\u96be \u2014\u2014 \u5b83\u53ef\u4ee5\u4f18\u5316\u4e0d\u53ef\u5fae\u76ee\u6807\uff0c\u5e76\u7701\u53bb\u4e0d\u7a33\u5b9a\u7684\u5c55\u5f00\u4f18\u5316\u65b9\u6cd5\u3002\u4e0e SGD \u548c Adam \u7b49\u57fa\u4e8e\u68af\u5ea6\u7684\u8fed\u4ee3\u4f18\u5316\u5668\u65e0\u6cd5\u4ece\u4f18\u5316\u5386\u53f2\u4e2d\u5b66\u4e60\u4e0d\u540c\uff0c\u8be5\u8bba\u6587\u63d0\u51fa\u7684\u751f\u6210\u6a21\u578b\u53ea\u9700\u4e00\u6b21\u751f\u6210\u7684\u53c2\u6570\u66f4\u65b0\u5373\u53ef\u901a\u8fc7\u968f\u673a\u521d\u59cb\u5316\u6765\u4f18\u5316\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n

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

\u8be5\u8bba\u6587\u8bc1\u660e\uff0c\u9884\u8bad\u7ec3 GAN \u751f\u6210\u5668\u53ef\u7528\u4e8e\u521b\u5efa\u65e0\u9650\u6570\u636e\u6d41\u6765\u8bad\u7ec3\u7f51\u7edc\uff0c\u4ee5\u89e3\u51b3\u5bc6\u96c6\u89c6\u89c9\u76f8\u5173\u95ee\u9898\uff0c\u800c\u65e0\u9700\u4efb\u4f55\u4eba\u5de5\u6ce8\u91ca\u7684\u76d1\u7763\u3002\u8be5\u8bba\u6587\u8868\u660e\uff0c\u91c7\u7528\u5b8c\u5168\u7531 GAN \u751f\u6210\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u6027\u80fd\u4f18\u4e8e\u4e4b\u524d\u5728\u771f\u5b9e\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u81ea\u76d1\u7763\u548c\u5173\u952e\u70b9\u76d1\u7763\u65b9\u6cd5\u3002<\/p>\n

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

\u53c2\u8003\u5185\u5bb9\uff1a<\/sup><\/em><\/p>\n

https:\/\/www.timothybrooks.com\/about\/<\/em><\/sup><\/p>\n

https:\/\/www.wpeebles.com\/<\/sup><\/em><\/p>\n

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