{"id":60437,"date":"2021-07-02T20:01:59","date_gmt":"2021-07-02T11:01:59","guid":{"rendered":"https:\/\/smilegate.ai\/?p=60437"},"modified":"2021-07-05T10:56:51","modified_gmt":"2021-07-05T01:56:51","slug":"hierarchical-transformer-memory","status":"publish","type":"post","link":"https:\/\/smilegate.ai\/cn\/2021\/07\/02\/hierarchical-transformer-memory\/","title":{"rendered":"\u6c38\u6052\u7684\u5149\u8292\u7167\u8000\u7740\u65e0\u7f6a\u7684\u5fc3"},"content":{"rendered":"<p>[\u524d\u7814\u7a76\u5c0f\u7ec4\uff0c\u91d1\u6b66\u6210]<\/p>\n\n\n\n<p><strong>\u6c38\u6052\u9633\u5149<\/strong><\/p>\n\n\n\n<p>\u300a\u6c38\u6052\u7684\u9633\u5149\u300b\u7531\u7c73\u6b47\u5c14\u00b7\u5188\u745e (Michel Gondry) \u6267\u5bfc\uff0c\u662f\u4e00\u90e8\u6d6a\u6f2b\u7684\u79d1\u5e7b\u7535\u5f71\uff0c\u8bb2\u8ff0\u4e86\u91d1\u51ef\u745e\u548c\u51ef\u7279\u6e29\u65af\u83b1\u7279\u592b\u5987\u7684\u56de\u5fc6\u548c\u79bb\u522b\u3002\u5728\u7535\u5f71\u4e2d\uff0c\u6709\u4e00\u79cd\u53ef\u4ee5\u62b9\u53bb\u8bb0\u5fc6\u7684\u6280\u672f\u3002\u4e3b\u89d2\u91d1\u51ef\u745e\u548c\u5973\u53cb\u5435\u67b6\uff0c\u5f88\u5feb\u5c31\u540e\u6094\u4e86\uff0c\u53bb\u627e\u5979\u548c\u89e3\u3002\u7136\u800c\uff0c\u4ed6\u53d1\u73b0\u4ed6\u7684\u5973\u670b\u53cb\u51ef\u7279\u6e29\u65af\u83b1\u7279\u62b9\u53bb\u4e86\u548c\u4ed6\u7ea6\u4f1a\u7684\u8bb0\u5fc6\u3002\u91d1\u51ef\u745e\u8fd8\u8981\u6c42\u91c7\u53d6\u4e00\u79cd\u7a0b\u5e8f\u6765\u6d88\u9664\u4ed6\u5bf9\u5979\u7684\u8bb0\u5fc6\u3002\u548c\u2026<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u6211\u4eec\u6b63\u5728\u5236\u9020\u4eba\u9020\u6d77\u9a6c<\/strong><\/p>\n\n\n\n<p>\u4ec0\u4e48\u7535\u5f71\u6545\u4e8b\uff1f\u5982\u679c\u4f60\u8fd9\u4e48\u8bf4\uff0c\u90a3\u662f\u56e0\u4e3a\u6211\u4eca\u5929\u8981\u4ecb\u7ecd\u7684\u662fDeepMind\u6700\u8fd1\u53d1\u8868\u7684\u4e00\u7bc7\u5173\u4e8e&#039;Agent Memory System&#039;\u7684\u8bba\u6587\u3002\u4e8b\u5b9e\u662f\uff0c\u6bcf\u4e2a\u4eba\u90fd\u627f\u8ba4 DeepMind \u662f\u4e00\u4e2a\u7814\u7a76\u5c0f\u7ec4\uff0c\u60f3\u8981\u7ed9\u4eba\u5de5\u667a\u80fd\u4e00\u4e2a\u53eb\u505a\u201c\u8bb0\u5fc6\u201d\u7684\u4e1c\u897f\uff0c\u5b83\u4e0d\u662f\u552f\u4e00\u7684\uff0c\u4f46\u51e0\u4e4e\u662f\u552f\u4e00\u7684\u201c\u8bb0\u5fc6\u201d\u3002\u5c31\u8fde\u5728AlphaGo\u671f\u95f4\u8bbf\u95ee\u97e9\u56fd\u7684DeepMind\u8d1f\u8d23\u4ebaDemis Hassabis\u4e5f\u516c\u5f00\u8868\u793a\uff0c\u4ed6\u6b63\u5728\u8fdb\u884c\u7814\u7a76\uff0c\u4ee5\u4eba\u5de5\u6a21\u4eff\u201c\u6d77\u9a6c\u4f53\u201d\uff0c\u5728\u4eba\u8111\u4e2d\u88ab\u8ba4\u4e3a\u975e\u5e38\u63a5\u8fd1\u201c\u8bb0\u5fc6\u201d\u3002  <\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"560\" height=\"397\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/hip.jpeg\" alt=\"\" class=\"wp-image-60467\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/hip.jpeg 560w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/hip-300x213.jpeg 300w\" sizes=\"(max-width: 560px) 100vw, 560px\" \/><\/figure><\/div>\n\n\n\n<p>\u4ece\u90a3\u4ee5\u540e\uff0cDeepMind \u4e00\u76f4\u5728\u7a33\u6b65\u63d0\u51fa\u4e00\u79cd\u53d7\u54fa\u4e73\u52a8\u7269\u6d77\u9a6c\u4f53\u542f\u53d1\u7684\u201c\u4eba\u5de5\u667a\u80fd\u8bb0\u5fc6\u7cfb\u7edf\u201d\u3002\u8865\u5145\u8bb0\u5fc6\u7cfb\u7edf\u8003\u8651\u5230\u6d77\u9a6c\u4f53\u7684\u5feb\u901f\u6a21\u5f0f\u8bb0\u5fc6\u90e8\u5206\u548c\u5927\u8111\u76ae\u5c42\u7684\u6162\u901f\u5e7f\u4e49\u8bb0\u5fc6\u90e8\u5206\u540c\u65f6\u5de5\u4f5c\uff09\uff0c\u60c5\u666f\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u7f16\u7801\u9884\u6d4b\u7684\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u5206\u79bb\u6a21\u6001\u7684\u53cc\u91cd\u7f16\u7801\u8bb0\u5fc6\u7cfb\u7edf\u8981\u8bb0\u5fc6\u7684\u5185\u5bb9\uff0c\u4ee5\u53ca\u57fa\u4e8e\u8bb0\u5fc6\u662f\u201c\u751f\u6210\u201d\u53cd\u6620\u7ecf\u9a8c\u5b9e\u4f8b\u7684\u70b9\u7684\u751f\u6210\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u5b58\u50a8-\u68c0\u7d22\u3001\u8bb0\u5fc6\u7cfb\u7edf\u7b49\u3002\u6240\u6709\u8fd9\u4e9b\u90fd\u662f\u901a\u8fc7\u5728\u5de5\u7a0b\u8bba\u6587\u53d1\u8868\u65f6\u5e94\u7528\u6700\u65b0\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u800c\u63d0\u51fa\u7684\uff0c\u540c\u65f6\u53cd\u6620\u4e86\u4eba\u7c7b\u8bb0\u5fc6\u7684\u67d0\u4e9b\u65b9\u9762\u3002 <\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u7cbe\u795e\u4e0a\u7684\u65f6\u95f4\u65c5\u884c<\/strong> <\/p>\n\n\n\n<p>\u5728\u300a\u6c38\u6052\u7684\u9633\u5149\u300b\u4e2d\uff0c\u4e00\u4e2a\u7537\u4eba\uff08\u91d1\u51ef\u745e\u9970\uff09\u53bb\u770b\u4e86\u4e00\u4f4d\u58f0\u79f0\u8981\u62b9\u6389\u4ed6\u8bb0\u5fc6\u7684\u533b\u751f\u3002\u4f60\u7684\u4efb\u52a1\u662f\u5728\u4f60\u7684\u5934\u4e0a\u6234\u4e0a\u4e00\u4e2a\u5947\u602a\u7684\u88c5\u7f6e\u5e76\u601d\u8003\u5173\u4e8e\u5979\u7684\u4e00\u5806\u4e8b\u60c5\u3002\u5f53\u8bb0\u5fc6\u88ab\u56de\u5fc6\u8d77\u7684\u90a3\u4e00\u523b\uff0c\u533b\u751f\uff08\u8bbe\u7f6e\uff09\u89e3\u91ca\u8bf4\uff0c\u53ef\u4ee5\u901a\u8fc7\u5bf9\u6fc0\u6d3b\u7684\u5927\u8111\u533a\u57df\u65bd\u52a0\u7535\u78c1\u51b2\u51fb\u6765\u64e6\u9664\u7279\u5b9a\u7684\u8bb0\u5fc6\uff0c\u7136\u540e\u5f00\u59cb\u8bb0\u5fc6\u53bb\u9664\u7a0b\u5e8f\u3002 <\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7761\u7740\u7684\u7537\u4eba\uff0c\u4eff\u4f5b\u5728\u505a\u68a6\u4e00\u6837\uff0c\u770b\u7740\u8bb0\u5fc6\u4e2d\u7684\u4e00\u5e55\u3002\u4ed6\u548c\u5979\u7684\u4e89\u5435\u5230\u4e86\u5206\u624b\u7684\u5730\u6b65\u3002\u6211\u9634\u90c1\u5730\u770b\u7740\u5b83\uff0c\u573a\u666f\u53d8\u5f97\u66f4\u6697\uff0c\u6211\u56de\u5230\u4e86\u65b0\u8fc7\u53bb\u7684\u67d0\u4e2a\u65f6\u523b\u3002\u5b83\u5df2\u88ab\u5220\u9664\uff01<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"630\" height=\"423\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/et1.jpeg\" alt=\"\" class=\"wp-image-60472\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/et1.jpeg 630w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/et1-300x201.jpeg 300w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/><\/figure><\/div>\n\n\n\n<p>\u662f\u4e0d\u662f\u611f\u89c9\u50cf\u4e00\u4e2a\u65f6\u95f4\u65c5\u884c\u8005\uff1f \u2013 \u4f60\u53ea\u80fd\u56de\u5230\u8fc7\u53bb \u2013 \u91d1\u51ef\u745e\u5c31\u8fd9\u6837\u7a7f\u8d8a\u4e86\u4ed6\u7684\u8bb0\u5fc6\u3002\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u7535\u5f71\u8bbe\u5907\uff0c\u4f46\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u8ba4\u77e5\u79d1\u5b66\u5bb6\u8fd8\u5c06\u8bb0\u5fc6\u7684\u67d0\u4e9b\u65b9\u9762\u63cf\u8ff0\u4e3a\u65f6\u95f4\u65c5\u884c\u7684\u9690\u55bb\u3002 <\/p>\n\n\n\n<p>\u8bb0\u5fc6\u53ef\u4ee5\u4ece\u51e0\u4e2a\u65b9\u9762\u6765\u63cf\u8ff0\uff0c\u5176\u4e2d\uff0c\u4ece\u5b58\u50a8\u7684\u65b9\u5f0f\u6765\u770b\uff0c\u53ef\u4ee5\u5206\u4e3a\u201c\u60c5\u666f\u8bb0\u5fc6\u201d\u548c\u201c\u8bed\u4e49\u8bb0\u5fc6\u201d\u3002\u5176\u4e2d\uff0c\u60c5\u666f\u8bb0\u5fc6\u662f\u56f4\u7ed5\u4e2a\u4eba\u4e8b\u4ef6\u6784\u5efa\u7684\u8bb0\u5fc6\u3002\u8bb0\u4f4f\u201c\u6211\u7b2c\u4e00\u6b21\u9a91\u81ea\u884c\u8f66\u7684\u90a3\u4e00\u523b\u201d\u548c\u201c\u6211\u51fa\u56fd\u65c5\u884c\u7684\u90a3\u4e00\u5929\u201d\u4e0e\u8bb0\u4f4f\u201c\u6613\u5b59\u4fe1\u51fa\u751f\u7684\u90a3\u4e00\u5929\u201d\u548c\u201c\u89e3\u653e\u65e5\u5386\u53f2\u610f\u4e49\u7684\u77e5\u8bc6\u201d\u662f\u4e0d\u540c\u7684\u3002\u5fc3\u7406\u5b66\u5bb6\u5c06\u8fd9\u79cd\u60c5\u666f\u8bb0\u5fc6\u79f0\u4e3a\u5fc3\u7406\u65f6\u95f4\u65c5\u884c\uff0c\u56e0\u4e3a\u5b83\u5c31\u50cf\u56de\u5230\u8fc7\u53bb\u7684\u7279\u5b9a\u65f6\u95f4\u70b9\u3002\u5728\u7535\u5f71\u4e2d\uff0c\u7537\u4eba\u4e0d\u65ad\u76ee\u7779\u4e0e\u5979\u7ea6\u4f1a\u7684\u573a\u666f\uff08\u56de\u5fc6\uff09\u3002\u8fd9\u4e2a\u65f6\u5019\uff0c\u6211\u6ca1\u6709\u4efb\u4f55\u5173\u4e8e\u201c\u6211\u548c\u5979\u53bb\u9910\u5385\u201d\u7684\u77e5\u8bc6\uff0c\u800c\u662f\u6211\u548c\u5979\u5728\u4e00\u8d77\u7684\u90a3\u4e00\u523b\u7684\u58f0\u97f3\u3001\u97f3\u4e50\u3001\u5473\u9053\u3001\u6c14\u5473\u3001\u8bed\u8a00\u3001\u9762\u5b54\u548c\u60c5\u7eea\u3002 <\/p>\n\n\n\n<p> <strong>\u9ad8\u94c1<\/strong>  <\/p>\n\n\n\n<p>\u73b0\u5728\uff0c\u6700\u540e\uff0c\u5bf9\u8bba\u6587\u8fdb\u884c\u4ecb\u7ecd\u3002\u4e4b\u524d\u7684\u4e00\u4e2a\u7b11\u8bdd\u3002\u5728\u8fd9\u91cc\u5c06\u8981\u4ecb\u7ecd\u7684\u8bba\u6587\u4e2d\uff0cDeepMind \u5c06\u5176\u8bb0\u5fc6\u7cfb\u7edf\u7b80\u79f0\u4e3a HTM\u3002\u5982\u679c\u60a8\u5bf9\u53d7\u751f\u7269\u542f\u53d1\u7684\u4eba\u5de5\u667a\u80fd\u611f\u5174\u8da3\uff0c\u96be\u9053\u6ca1\u6709\u60f3\u5230\u5417\uff1f\u662f\u7684\uff0c\u4e00\u4e2a\u53eb\u505a Numenta \u7684\u7814\u7a76\u5c0f\u7ec4\u4e00\u76f4\u5728\u63a8\u52a8\u7684\u6a21\u578b\u4e5f\u662f HTM\u3002\u4f46\u662f\uff0cNumenta \u7684 HTM \u662f HTM\uff08Hierarchical Temporal Memory\uff09\uff0c\u800c\u8fd9\u7bc7 DeepMind \u8bba\u6587\u7684 HTM \u662f HTM\uff08Hierarchical Transformer Memory\uff09\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u6211\u7684\u524d\u4efb\u52aa\u95e8\u5854\u4e00\u5b9a\u4e0d\u77e5\u9053\u6211\u4e00\u76f4\u60f3\u8981\u7684\u7f29\u5199\u3002 \uff08https:\/\/discourse.numenta.org\/t\/why-is-htm-ignored-by-google-deepmind\/2589\uff09\uff0c\u4f46\u662f\u770b\u770b\u8fd9\u4e9b\u70b9\uff0c\u5b83\u4eec\u4f3c\u4e4e\u4fdd\u6301\u4e86\u4e00\u4e9b\u8ddd\u79bb\uff08\u4f60\u77e5\u9053\u8fd9\u6709\u70b9\u4e00\u4e2a\u7b11\u8bdd\uff0c\u5bf9\u5427\uff1f\uff09\u3002 <\/p>\n\n\n\n<p>\u8fd9\u662f\u4e00\u4e2a\u5f88\u957f\u7684\u9898\u5916\u8bdd\uff0c\u4f46\u6211\u60f3\u5411\u60a8\u5c55\u793a DeepMind \u4e0e\u73b0\u6709\u7684\u57fa\u4e8e\u8ba4\u77e5\u79d1\u5b66\u7075\u611f\u7684 AI \u7814\u7a76\u5c0f\u7ec4\u6709\u4f55\u4e0d\u540c\u3002\u6709\u5f88\u591a\u4e0d\u540c\uff0c\u4f46\u57fa\u672c\u4e0a\u53ef\u80fd\u662fDeepMind\u6218\u7565\u806a\u660e\u7684\u4f53\u73b0\u3002\u4ed6\u4eec\u5e0c\u671b\u521b\u5efa\u57fa\u4e8e\u751f\u7269\uff08\u51c6\u786e\u5730\u8bf4\u662f\u795e\u7ecf\u79d1\u5b66\uff09\u7075\u611f\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002\u4f46\u6211\u5e76\u4e0d\u662f\u8981\u4fdd\u7559\u751f\u7269\u5b66\u7ec6\u8282\u3002\u5b83\u7684\u524d\u8eab Numenta \u7684 HTM \u52aa\u529b\u5fe0\u5b9e\u5730\u53cd\u6620\u8bb8\u591a\u5b9e\u9645\u795e\u7ecf\u79d1\u5b66\u4e2d\u63ed\u793a\u7684\u73b0\u8c61\u548c\u5c40\u9650\u6027\u3002\u4f46\u662f\uff0cDeepMind \u8ba4\u4e3a\u7cfb\u7edf\u65b9\u9762\u6bd4\u8fd9\u66f4\u91cd\u8981\u3002\u6211\u4eec\u66f4\u591a\u5730\u8003\u8651\u5185\u5b58\u7cfb\u7edf\u7684\u7ed3\u6784\u65b9\u9762\uff0c\u5e76\u5c1d\u8bd5\u901a\u8fc7\u5728\u8fd9\u4e00\u70b9\u4e0a\u50cf\u4e50\u9ad8\u79ef\u6728\u4e00\u6837\u6b63\u786e\u5806\u53e0\u673a\u5668\u5b66\u4e60\u6a21\u5757\u6765\u6784\u5efa\u7ec6\u8282\u3002\u6240\u4ee5\uff0c\u8fd9\u6b21\u63a8\u51fa\u7684 HTM \u662f\u5728\u8fd9\u4e9b\u5929\u6700\u70ed\u7684\u53d8\u538b\u5668\u7684\u57fa\u7840\u4e0a\u6539\u8fdb\u7684\u3002 <\/p>\n\n\n\n<p> <\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"521\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM-1024x521.png\" alt=\"\" class=\"wp-image-60453\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM-1024x521.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM-300x153.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM-768x391.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM.png 1283w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u8fc8\u5411\u7cbe\u795e\u65f6\u95f4\u65c5\u884c\uff1a\u5f3a\u5316\u5b66\u4e60\u4ee3\u7406\u7684\u5206\u5c42\u8bb0\u5fc6<\/strong><\/p>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u7684\u5173\u952e\u8bcd\u662f\uff1a\u5f3a\u5316\u5b66\u4e60\u4ee3\u7406\u3001\u60c5\u666f\u8bb0\u5fc6\u3001\u5206\u5c42\u6ce8\u610f\u529b\u8f6c\u6362\u5668\u3001\u8bb0\u5fc6\u8de8\u5ea6\uff08\u5757\uff09\u3002\u95ee\u9898\u5982\u4e0b\u3002\u4e5f\u6709\u4e0d\u5c11\u7814\u7a76\u8bd5\u56fe\u5c06\u8bb0\u5fc6\u7cfb\u7edf\u6574\u5408\u5230\u5f3a\u5316\u5b66\u4e60\u4ee3\u7406\u4e2d\u3002\u7136\u800c\uff0c\u5f53\u4ed6\u4eec\u88ab\u8d4b\u4e88\u65b0\u7684\u4efb\u52a1\u6216\u6df7\u6dc6\u7684\u6df7\u5408\u5143\u7d20\u65f6\uff0c\u4ed6\u4eec\u4e2d\u7684\u5927\u591a\u6570\u5f80\u5f80\u4f1a\u5931\u8d25\u3002\u65b0\u7684\u5b66\u4e60\u4e8b\u4ef6\u6216\u7c7b\u4f3c\u4efb\u52a1\u5bf9\u8fc7\u53bb\u5b66\u4e60\u7ecf\u9a8c\u7684\u5e72\u6270\u662f\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6a21\u578b\u7684\u4e00\u4e2a\u4f17\u6240\u5468\u77e5\u7684\u5f31\u70b9\u3002\u5e76\u4e14\u5df2\u7ecf\u6709\u4e0d\u5c11\u7814\u7a76\u8bd5\u56fe\u5c06\u8f6c\u6362\u5668\u7528\u4f5c\u5f3a\u5316\u5b66\u4e60\u4ee3\u7406\u7684\u8bb0\u5fc6\u6a21\u5757\u3002\u5728\u90a3\u4e4b\u524d\uff0c\u5b83\u662f\u4f7f\u7528 LSTM \u5b9e\u73b0\u7684\uff0c\u4f46\u6211\u8ba4\u4e3a\u4f7f\u7528\u66f4\u597d\u7684\u8f6c\u6362\u5668\u4f1a\u63d0\u9ad8\u6027\u80fd\u3002\u7136\u800c\uff0c\u636e\u62a5\u9053\uff0c\u5728\u5176\u4ed6\u9886\u57df\u6bd4\u9884\u671f\u9ad8\u6548\u7684 Transformer \u5728\u5f3a\u5316\u5b66\u4e60\u60c5\u51b5\u4e0b\u8868\u73b0\u4e0d\u4f73\u3002\u4e3a\u4e86\u514b\u670d\u8fd9\u4e2a\u95ee\u9898\uff0c\u6539\u8fdb\u4e86\u53d8\u538b\u5668\u7684\u7ed3\u6784\u3002\u4f46\u5e76\u6ca1\u6709\u591a\u5927\u6539\u5584\u3002\u6211\u8fd8\u8ba4\u4e3a\u81ea\u6211\u6ce8\u610f\u7684\u7075\u6d3b\u6027\u53ef\u4ee5\u8ba9\u6211\u6709\u6548\u5730\u8bb0\u4f4f\u548c\u5904\u7406\u66f4\u957f\u7684\u8fc7\u53bb\uff08\u4e00\u957f\u4e32\u4e8b\u4ef6\uff09\uff0c\u4f46\u5b83\u5e76\u6ca1\u6709\u6211\u60f3\u8c61\u7684\u90a3\u4e48\u597d\u3002 <\/p>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e24\u4e2a\u539f\u56e0\u3002\u4e00\u662f\u201c\u8981\u8bb0\u4f4f\u7684\u8fc7\u53bb\u201d\u9700\u8981\u5206\u89e3\u6210\u66f4\u591a\u7684\u5757\u3002\u8bb0\u5fc6\u4e0d\u4ec5\u4ec5\u662f\u4e00\u7cfb\u5217\u4e8b\u4ef6\u3002\u51e0\u4e2a\u4e0d\u8fde\u7eed\u7684\u60c5\u8282\u6df7\u5408\u5728\u4e00\u8d77\u3002\u6b63\u5982\u91d1\u51ef\u745e\u5728\u7535\u5f71\u6c38\u6052\u7684\u9633\u5149\u4e2d\u8df3\u8fc7\u4ed6\u8fc7\u53bb\u7684\u573a\u666f\u4e00\u6837\uff0c\u672c\u6587\u7684\u8bba\u70b9\u662f\u8fc7\u53bb\u5e94\u8be5\u4ee5\u67d0\u4e2a\u5757\u7684\u5f62\u5f0f\u5b58\u50a8\uff0c\u5e76\u5728\u5fc5\u8981\u7684\u5757\u4e4b\u95f4\u8df3\u8f6c\u3002 <\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"556\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-9.14.20-1024x556.png\" alt=\"\" class=\"wp-image-60464\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-9.14.20-1024x556.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-9.14.20-300x163.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-9.14.20-768x417.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-9.14.20.png 1230w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<p>\u53e6\u4e00\u4e2a\u662f\uff0c\u4e00\u65e6\u8fd9\u4e9b\u7834\u788e\u7684\u8fc7\u53bb\u7684\u76f8\u5173\u5757\u88ab\u9009\u4e2d\uff0c\u6211\u4eec\u53ea\u9700\u8981\u5173\u6ce8\u7ec6\u8282\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6211\u4eec\u4e0d\u662f\u4e00\u8fb9\u770b\u7f29\u7565\u56fe\u4e00\u8fb9\u5feb\u901f\u6d4f\u89c8\u89c6\u9891\uff0c\u5f53\u6211\u4eec\u611f\u5174\u8da3\u65f6\uff0c\u6211\u4eec\u5c31\u505c\u4e0b\u6765\u6162\u6162\u64ad\u653e\u5417\uff1f\u5e94\u8be5\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u5904\u7406\u8f76\u4e8b\u8bb0\u5fc6\u3002 <\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"858\" height=\"294\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-9.13.53.png\" alt=\"\" class=\"wp-image-60465\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-9.13.53.png 858w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-9.13.53-300x103.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-9.13.53-768x263.png 768w\" sizes=\"(max-width: 858px) 100vw, 858px\" \/><\/figure><\/div>\n\n\n\n<p><\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u8ba9\u6211\u4eec\u4f7f\u7528\u57fa\u4e8e\u201c\u8fc7\u53bb\u6458\u8981\u201d\u7684\u6ce8\u610f\u529b\uff08\u8f83\u9ad8\u6ce8\u610f\u529b\uff09\u8fdb\u884c\u5206\u5c42\u914d\u7f6e\uff0c\u8be5\u6ce8\u610f\u529b\u5206\u4e3a\u5757\u548c\u67e5\u770b\u5757\u7ec6\u8282\u7684\u6ce8\u610f\u529b\uff08\u8f83\u4f4e\u6ce8\u610f\u529b\uff09\u3002\u662f HTM \u7684\u6838\u5fc3\u3002\u4e3a\u4e86\u6d4b\u8bd5\u5176\u6027\u80fd\uff0c\u6211\u4eec\u5728\u57fa\u4e8e Unity \u7684\u865a\u62df\u73af\u5883\u4e2d\u63d0\u4f9b\u89c6\u89c9\/\u8bed\u8a00\uff08\u6587\u672c\uff09\u523a\u6fc0\u5e76\u6267\u884c\u591a\u9879\u8bb0\u5fc6\u4efb\u52a1\u3002\u7ed3\u679c\u6bd4\u73b0\u6709\u6a21\u578b\u66f4\u597d\u6216\u66f4\u6709\u6548\u3002 <\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"375\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM_task-1024x375.png\" alt=\"\" class=\"wp-image-60455\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM_task-1024x375.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM_task-300x110.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM_task-768x281.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM_task.png 1266w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"450\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM_task2-1024x450.png\" alt=\"\" class=\"wp-image-60457\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM_task2-1024x450.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM_task2-300x132.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM_task2-768x337.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/HTM_task2.png 1263w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"321\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-11.16.01-1024x321.png\" alt=\"\" class=\"wp-image-60488\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-11.16.01-1024x321.png 1024w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-11.16.01-300x94.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-11.16.01-768x240.png 768w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-11.16.01-1536x481.png 1536w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\u1109\u1173\u110f\u1173\u1105\u1175\u11ab\u1109\u1163\u11ba-2021-07-02-\u110b\u1169\u1112\u116e-11.16.01.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u98de\u673a\u4e0d\u4f1a\u6a21\u4eff\u9e1f\u7684\u7fc5\u8180\u6247\u52a8\u3002<\/strong><\/p>\n\n\n\n<p>\u6709\u8da3\u7684\u8bba\u6587\uff0c\u4f46\u8fd9\u4e9b\u7ed3\u679c\u662f\u5426\u4fc3\u8fdb\u4e86\u4ee3\u7406\u7684\u201c\u8bb0\u5fc6\u7cfb\u7edf\u201d\uff1f\u5982\u679c\u662f\u8fd9\u6837\uff0c\u5f88\u96be\u80af\u5b9a\u5730\u56de\u7b54\u3002\u4e0e\u6b64\u540c\u65f6\uff0cDeepMind \u4e00\u76f4\u5728\u63d0\u51fa\u4e00\u79cd\u8bb0\u5fc6\u6a21\u578b\uff0c\u4f46\u73b0\u5b9e\u4e2d\u7684\u6d9f\u6f2a\u6548\u5e94\u5e76\u6ca1\u6709\u6211\u60f3\u8c61\u7684\u90a3\u4e48\u5927\u3002\u539f\u56e0\u53ef\u80fd\u662f\uff0c\u4ece\u6839\u672c\u4e0a\u8bf4\uff0c\u8d4b\u4e88\u4eba\u5de5\u667a\u80fd\u201c\u8bb0\u5fc6\u201d\u662f\u4e00\u4e2a\u96be\u4ee5\u89e3\u51b3\u7684\u95ee\u9898\u3002\u4f46\u4f3c\u4e4e\u8fd8\u6709\u53e6\u4e00\u4e2a\u539f\u56e0\u3002\u867d\u7136DeepMind\u5df2\u7ecf\u5c3d\u91cf\u907f\u514d\u76f4\u63a5\u8f6c\u79fb\u201c\u751f\u7269\u7075\u611f\u201d\u800c\u4e0d\u662f\u524d\u8f88\u7684\u9519\u8bef\uff0c\u4f46\u4e0e\u8f83\u65b0\u7684\u52a1\u5b9e\u7814\u7a76\u5c0f\u7ec4\u76f8\u6bd4\uff0c\u4ed6\u4eec\u4ecd\u7136\u66f4\u63a5\u8fd1\u524d\u8f88\u3002\u6b63\u5982 DeepMind \u5728\u4e00\u7bc7\u8bba\u6587\u4e2d\u627f\u8ba4\u7684\u90a3\u6837\uff0c\u4ed6\u4eec\u8bf4\u4ed6\u4eec\u7684\u8bb0\u5fc6\u6a21\u578b\u8868\u73b0\u66f4\u597d\uff0c\u4f46\u592a\u590d\u6742\u4e86\uff0c\u65e0\u6cd5\u6269\u5c55\u5230\u5927\u89c4\u6a21\u7cfb\u7edf\uff0c\u4e5f\u65e0\u6cd5\u4e0e\u5176\u4ed6\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u6539\u8fdb\u3002\u6240\u4ee5\uff0c\u672c\u8bba\u6587\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4e5f\u8ffd\u6c42\u7b80\u5355\uff0c\u6211\u503e\u5411\u4e8e\u8f6c\u5411\u4e00\u79cd\u5b9e\u9645\u4f7f\u7528\u53d8\u538b\u5668\u7684\u65b9\u6cd5\u3002\u4f46\u662f\uff0c\u6211\u8ba4\u4e3a\u6ca1\u6709\u4ec0\u4e48\u6bd4\u5efa\u7acb\u50cf OpenAI \u7684 GPT-3 \u8fd9\u6837\u7684\u7b80\u5355\u7ed3\u6784\u6765\u6269\u5927\u89c4\u6a21\u5e76\u5c06\u6570\u636e\u6ce8\u5165\u5f3a\u5927\u89c4\u6a21\u7684\u7b56\u7565\u66f4\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u4e86\u3002\u4eba\u5de5\u667a\u80fd\u60f3\u8981\u6a21\u4eff\u548c\u83b7\u5f97\u7684\u67d0\u4e9b\u4eba\u7c7b\u5fc3\u7406\u529f\u80fd\u5177\u6709\u7ed3\u6784\u65b9\u9762\u7684\u7279\u5f81\uff0c\u8fd9\u662f\u4e00\u4e2a\u6709\u6548\u7684\u8bba\u70b9\u3002\u4e0d\u8fc7\u76ee\u524d\u4f3c\u4e4e\u8fd8\u6ca1\u6709\u8bc1\u660e\u901a\u8fc7\u7279\u5b9a\u7ed3\u6784\u6765\u89e3\u51b3\u662f\u5426\u5408\u7406\uff08\u6211\u4e2a\u4eba\u6bd4\u8f83\u652f\u6301\u8fd9\u4e2a\uff09\u3002\u76ee\u524d\uff0c\u6211\u4eec\u522b\u65e0\u9009\u62e9\uff0c\u53ea\u80fd\u627f\u8ba4\u548c\u89c2\u5bdf\u4e24\u4e2a\u65b9\u5411\u3002 <\/p>\n\n\n\n<p><strong>\u6c38\u6052\u7684\u5149\u8292\u7167\u8000\u7740\u65e0\u7f6a\u7684\u5fc3<\/strong> <\/p>\n\n\n\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u7684\u5b66\u672f\u65b9\u9762\uff0c\u201c\u8bb0\u5fc6\u201d\u2014\u2014\u7279\u522b\u662f\uff0c\u4ee5\u6211\u4eec\u4eca\u5929\u4ecb\u7ecd\u7684\u65b9\u5f0f\u63d0\u51fa\u89e3\u51b3\u65b9\u6848\u6709\u4ec0\u4e48\u597d\u5904\uff1f\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u89e3\u51b3\u66f4\u590d\u6742\u548c\u66f4\u957f\u7684\u95ee\u9898\u3002\u5b83\u8fd8\u53ef\u4ee5\u66f4\u597d\u5730\u89e3\u51b3\u5143\u5b66\u4e60\u6216 pew-shot \u5b66\u4e60\u4efb\u52a1\u3002\u60a8\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u4e0d\u65ad\u5b66\u4e60\u548c\u6539\u8fdb\u590d\u6742\u95ee\u9898\u7684\u6a21\u578b\u3002 <\/p>\n\n\n\n<p>\u4f46\u201c\u8bb0\u5fc6\u201d\u4e5f\u662f\u4eba\u7c7b\u7684\u4e00\u4e2a\u91cd\u8981\u5143\u7d20\u3002\u5b83\u662f\u5b9a\u4e49\u201c\u6211\u201d\u548c\u201c\u5173\u7cfb\u201d\u7684\u5173\u952e\u5143\u7d20\u3002\u5728\u7535\u5f71\u300a\u6c38\u6052\u7684\u9633\u5149\u300b\u4e2d\uff0c\u4e3b\u89d2\u60f3\u8981\u5728\u8bb0\u5fc6\u88ab\u62b9\u53bb\u7684\u540c\u65f6\u505c\u6b62\u5b83\u3002\u7531\u4e8e\u6700\u8fd1\u7684\u8bb0\u5fc6\u88ab\u5220\u9664\u4e86\uff0c\u9996\u5148\u5220\u9664\u7684\u4e3b\u8981\u662f\u5206\u624b\u524d\u7684\u4e0d\u597d\u7684\u4e8b\u60c5\u548c\u60c5\u7eea\u3002\u7136\u800c\uff0c\u968f\u7740\u5220\u51cf\u7684\u6df1\u5165\u8fc7\u53bb\uff0c\u4ed6\u6240\u9047\u5230\u7684\u573a\u666f\u90fd\u662f\u5fe0\u5b9e\u7684\u56de\u5fc6\uff0c\u5145\u6ee1\u559c\u60a6\u548c\u5174\u594b\uff0c\u5145\u6ee1\u610f\u4e49\u548c\u540c\u60c5\u3002\u73b0\u5728\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u5173\u4e8e\u53e6\u4e00\u4e2a\u4eba\uff0c\u5b83\u662f\u4f60\u81ea\u5df1\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\uff0c\u8fd9\u90e8\u7535\u5f71\u7684\u539f\u540d\u4f3c\u4e4e\u662f\u201c\u4e00\u5c18\u4e0d\u67d3\u7684\u5fc3\u7075\u6c38\u6052\u7684\u9633\u5149\u201d\u3002\u56e0\u4e3a\u201c\u8bb0\u5fc6\u201d\u4f1a\u6c38\u8fdc\u7167\u4eae\u6211\u4eec\uff0c\u90a3\u4e9b\u573a\u666f\u4e2d\u4e00\u5b9a\u6709\u4e00\u9897\u5b8c\u7f8e\u65e0\u7455\u7684\u5fc3\u3002<\/p>\n\n\n\n<p> \u56e0\u6b64\uff0c\u6211\u8ba4\u4e3a\u7ed9\u4e88\u4eba\u5de5\u667a\u80fd\u7684\u201c\u8bb0\u5fc6\u201d\u8d8a\u591a\uff0c\u6211\u4eec\u5c31\u8d8a\u6709\u53ef\u80fd\u89c1\u8bc1\u4e00\u4e2a\u66f4\u201c\u4eba\u7c7b\u201d\u7684\u4eba\u5de5\u667a\u80fd\u3002\u4eba\u5de5\u667a\u80fd\u5c06\u4e0e\u6211\u4eec\u4e00\u8d77\u6210\u957f\uff0c\u56e0\u4e3a\u201c\u8bb0\u5fc6\u201d\u6709\u53ef\u80fd\u53cd\u6620\u6211\u4eec\u5f00\u59cb\u62e5\u6709\u201c\u65e0\u7455\u75b5\u5934\u8111\u201d\u7684\u90a3\u4e00\u523b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"495\" height=\"330\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\uc774\ud130\ub110\uc120\uc0e4\uc778.jpg\" alt=\"\" class=\"wp-image-60442\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\uc774\ud130\ub110\uc120\uc0e4\uc778.jpg 495w, https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\uc774\ud130\ub110\uc120\uc0e4\uc778-300x200.jpg 300w\" sizes=\"(max-width: 495px) 100vw, 495px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-text-align-center\">\u5f88\u591a\u5904\u5973\u548c<br>\u88ab\u9057\u5fd8\u7684\u4e16\u754c\u9057\u5fd8\u7684\u4e16\u754c<br>\u6c38\u6052\u7684\u5149\u8292\u7167\u8000\u7740\u65e0\u7f6a\u7684\u5fc3\uff0c<br>\u7948\u7977<br>\u8f9e\u804c\u7684\u613f\u671b\u6709\u591a\u5e78\u798f<br><br>\u65e0\u53ef\u6307\u8d23\u7684\u5916\u8863\u6709\u591a\u5e78\u798f\uff1f<br>\u4e16\u4eba\u9057\u5fd8\uff0c\u88ab\u4e16\u4eba\u9057\u5fd8\u3002<br>\u4e00\u5c18\u4e0d\u67d3\u7684\u5fc3\u7075\u7684\u6c38\u6052\u9633\u5149\u3002<br>\u6bcf\u4e00\u4e2a\u7948\u7977\u90fd\u88ab\u63a5\u53d7\uff0c\u6bcf\u4e00\u4e2a\u613f\u671b\u90fd\u88ab\u653e\u5f03\u4e86\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator is-style-wide\"\/>\n\n\n\n<p><strong>\u53c2\u8003<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u8fc8\u5411\u7cbe\u795e\u65f6\u95f4\u65c5\u884c\uff1a\u5f3a\u5316\u5b66\u4e60\u4ee3\u7406\u7684\u5206\u5c42\u8bb0\u5fc6<\/strong> \u2013 https:\/\/arxiv.org\/abs\/2105.14039<\/li><\/ul>\n\n\n\n<p><\/p>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_60437\"  data-site_id=\"5f255b28943ec9a60bed08fd\"  data-lang=\"ko\"  data-dislike_enabled=\"false\"  data-icon_dislike_show=\"false\"  data-tooltip_enabled=\"false\"  data-white_label=\"true\"  data-rich_snippet=\"true\"  data-popup_disabled=\"true\"  data-i18n_like=\"Like\"  data-style=\"\"  data-unlike_allowed=\"\"  data-show_copyright=\"\"  data-item_url=\"https:\/\/smilegate.ai\/cn\/2021\/07\/02\/hierarchical-transformer-memory\/\"  data-item_title=\"\ud760\uc5c6\ub294 \ub9c8\uc74c\uc5d0 \ube44\ucd94\ub294 \uc601\uc6d0\uc758 \ube5b\"  data-item_image=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\uc774\ud130\ub110\uc120\uc0e4\uc778_\uba54\uc778.jpg\"  data-item_date=\"2021-07-02T20:01:59+09:00\"  data-engine=\"WordPress\"  data-plugin_v=\"2.6.55\"  data-prx=\"https:\/\/smilegate.ai\/wp-admin\/admin-ajax.php?action=likebtn_prx\"  data-event_handler=\"likebtn_eh\" ><\/span><!-- LikeBtn.com END --><\/div>","protected":false},"excerpt":{"rendered":"<p>[\uc120\ud589\uc5f0\uad6c\ud300 \uae40\ubb34\uc131] \uc774\ud130\ub110 \uc120\uc0e4\uc778(Eternal sunshine) \ubbf8\uc140 \uacf5\ub4dc\ub9ac \uac10\ub3c5\uc758 \uc601\ud654 &#8216;\uc774\ud130\ub110 \uc120\uc0e4\uc778&#8217;\uc740, \uc9d0 \uce90\ub9ac\uc640 \ucf00\uc774\ud2b8 \uc708\uc2ac\ub81b\uc774 \ucee4\ud50c\ub85c \ub098\uc624\ub294 \uae30\uc5b5\uacfc \uc774\ubcc4\uc5d0 \ub300\ud55c \ub85c\ub9e8\uc2a4 SF(?) \uc601\ud654\uc785\ub2c8\ub2e4. \uc601\ud654\uc5d0\uc11c\ub294 \uae30\uc5b5\uc744 \uc9c0\uc6b8 \uc218 \uc788\ub294 \uae30\uc220\uc774 \ub098\uc635\ub2c8\ub2e4. \ub0a8\uc790 \uc8fc\uc778\uacf5 \uc9d0 \uce90\ub9ac\ub294 \uc5ec\uc790\uce5c\uad6c\uc640 \uc2f8\uc6e0\uace0 \uace7 \ud6c4\ud68c\ud558\uace0 \ud654\ud574\ub97c \ud558\ub7ec \uadf8\ub140\ub97c \ucc3e\uc544\uac00\uc8e0. \uadf8\ub7f0\ub370 \uc5ec\uc790\uce5c\uad6c \ucf00\uc774\ud2b8 \uc708\uc2ac\ub81b\uc774 \uc790\uc2e0\uacfc \uc5f0\uc560\ud558\ub358 \uae30\uc5b5\uc744 \uc9c0\uc6e0\ub2e4\ub294 \uac83\uc744 \uc54c\uac8c\ub429\ub2c8\ub2e4. \ud667\uae40\uc5d0 \uc9d0 \uce90\ub9ac\ub3c4&hellip;<\/p>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_60437\"  data-site_id=\"5f255b28943ec9a60bed08fd\"  data-lang=\"ko\"  data-dislike_enabled=\"false\"  data-icon_dislike_show=\"false\"  data-tooltip_enabled=\"false\"  data-white_label=\"true\"  data-rich_snippet=\"true\"  data-popup_disabled=\"true\"  data-i18n_like=\"Like\"  data-style=\"\"  data-unlike_allowed=\"\"  data-show_copyright=\"\"  data-item_url=\"https:\/\/smilegate.ai\/cn\/2021\/07\/02\/hierarchical-transformer-memory\/\"  data-item_title=\"\ud760\uc5c6\ub294 \ub9c8\uc74c\uc5d0 \ube44\ucd94\ub294 \uc601\uc6d0\uc758 \ube5b\"  data-item_image=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2021\/07\/\uc774\ud130\ub110\uc120\uc0e4\uc778_\uba54\uc778.jpg\"  data-item_date=\"2021-07-02T20:01:59+09:00\"  data-engine=\"WordPress\"  data-plugin_v=\"2.6.55\"  data-prx=\"https:\/\/smilegate.ai\/wp-admin\/admin-ajax.php?action=likebtn_prx\"  data-event_handler=\"likebtn_eh\" ><\/span><!-- LikeBtn.com END --><\/div>","protected":false},"author":1,"featured_media":60444,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[19],"tags":[188,499],"class_list":["post-60437","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech04","tag-featured","tag-memory","category-19","description-off"],"_links":{"self":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/60437","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/comments?post=60437"}],"version-history":[{"count":35,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/60437\/revisions"}],"predecessor-version":[{"id":60494,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/posts\/60437\/revisions\/60494"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/media\/60444"}],"wp:attachment":[{"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/media?parent=60437"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/categories?post=60437"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smilegate.ai\/cn\/wp-json\/wp\/v2\/tags?post=60437"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}