{"id":25058,"date":"2025-03-17T09:55:46","date_gmt":"2025-03-17T01:55:46","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25058"},"modified":"2025-03-17T09:55:46","modified_gmt":"2025-03-17T01:55:46","slug":"%e3%80%8c%e5%8e%8b%e7%bc%a9%e5%8d%b3%e6%99%ba%e8%83%bd%e3%80%8d%e5%be%97%e5%88%b0%e5%ae%9e%e9%aa%8c%e9%aa%8c%e8%af%81%ef%bc%8c%e6%97%a0%e9%9c%80%e9%a2%84%e8%ae%ad%e7%bb%83%e5%92%8c%e5%a4%a7%e9%87%8f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/17\/25058\/","title":{"rendered":"\u300c\u538b\u7f29\u5373\u667a\u80fd\u300d\u5f97\u5230\u5b9e\u9a8c\u9a8c\u8bc1\uff0c\u65e0\u9700\u9884\u8bad\u7ec3\u548c\u5927\u91cf\u6570\u636e\u5c31\u80fd\u89e3\u51b3ARC-AGI\u95ee\u9898"},"content":{"rendered":"<div><img data-dominant-color=\"486282\" data-has-transparency=\"false\" style=\"--dominant-color: #486282;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25060\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/53a1dec36ed6eaa1ec6392a58e7d13fd279fcc-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/53a1dec36ed6eaa1ec6392a58e7d13fd279fcc-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/53a1dec36ed6eaa1ec6392a58e7d13fd279fcc-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u4ed6\u4eec\u7684\u7814\u7a76\u76ee\u7684\u662f\u901a\u8fc7\u5b9e\u9a8c\u6765\u89e3\u7b54\u4e00\u4e2a\u7b80\u5355\u53c8\u57fa\u672c\u7684\u95ee\u9898\uff1a\u65e0\u635f\u4fe1\u606f\u538b\u7f29\u672c\u8eab\u80fd\u5426\u4ea7\u751f\u667a\u80fd\u884c\u4e3a\uff1f<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u300c\u538b\u7f29\u5373\u667a\u80fd\u300d\u3002\u8fd9\u5e76\u4e0d\u662f\u4e00\u4e2a\u65b0\u60f3\u6cd5\uff0c\u8457\u540d AI \u7814\u7a76\u79d1\u5b66\u5bb6\u3001OpenAI \u4e0e SSI \u8054\u5408\u521b\u59cb\u4eba Ilya Sutskever \u5c31\u66fe\u8868\u8fbe\u8fc7\u7c7b\u4f3c\u7684\u89c2\u70b9\u3002\u751a\u81f3\u65e9\u5728 1998 \u5e74\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6 Jose Hernandez-Orallo \u5c31\u5df2\u7ecf\u5728\u8bba\u6587\u300aA Formal Definition of Intelligence Based on an Intensional Variant of Algorithmic Complexity\u300b\u4e2d\u6709\u8fc7\u76f8\u5173\u7684\u7406\u8bba\u8bba\u8ff0\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/26f2ab687f5edfbb2cf362f669b73c24ee46f6.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8fd1\u65e5\uff0c\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66 Albert Gu \u9886\u5bfc\u7684\u4e00\u4e2a\u56e2\u961f\u8fdb\u4e00\u6b65\u8bc1\u660e\u4e86\u8fd9\u4e00\u60f3\u6cd5\u3002\u636e\u4ecb\u7ecd\uff0c\u4ed6\u4eec\u7684\u7814\u7a76\u76ee\u7684\u662f\u901a\u8fc7\u5b9e\u9a8c\u6765\u89e3\u7b54\u4e00\u4e2a\u7b80\u5355\u53c8\u57fa\u672c\u7684\u95ee\u9898\uff1a<strong>\u65e0\u635f\u4fe1\u606f\u538b\u7f29\u672c\u8eab\u80fd\u5426\u4ea7\u751f\u667a\u80fd\u884c\u4e3a\uff1f<\/strong><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202503\/16\/d3288f1450c6f4761f67014c4235b77d5fae42.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<ul data-id=\"ua73dd4b-3lFjM1bQ\">\n<li data-id=\"ld70c578-MunxhPjP\">\u535a\u5ba2\u5730\u5740\uff1ahttps:\/\/iliao2345.github.io\/blog_posts\/arc_agi_without_pretraining\/arc_agi_without_pretraining.html<\/li>\n<li data-id=\"ld70c578-akzVZKtp\">\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/iliao2345\/CompressARC<\/li>\n<\/ul>\n<p>\u8be5\u56e2\u961f\u5199\u5230\uff1a\u300c\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u901a\u8fc7\u5f00\u53d1\u4e00\u79cd\u7eaf\u7cb9\u57fa\u4e8e\u538b\u7f29\u7684\u65b9\u6cd5\uff0c\u6211\u4eec\u7684\u8bc1\u636e\u8bc1\u660e\uff1a<strong>\u63a8\u7406\u671f\u95f4\u7684\u65e0\u635f\u538b\u7f29\u8db3\u4ee5\u4ea7\u751f\u667a\u80fd\u884c\u4e3a\u3002<\/strong>\u300d<\/p>\n<p>\u8be5\u65b9\u6cd5\u5728 ARC-AGI \u4e0a\u8868\u73b0\u4f18\u826f\uff0c\u800c ARC-AGI \u662f\u4e00\u4e2a\u7c7b\u4f3c\u667a\u5546\u6d4b\u8bd5\u7684\u8c1c\u9898\u6570\u636e\u96c6\uff0c\u88ab\u6d4b\u6a21\u578b\u9700\u8981\u6839\u636e\u6709\u9650\u7684\u6f14\u793a\u63a8\u65ad\u51fa\u7a0b\u5e8f \/ \u89c4\u5219\u3002<\/p>\n<p>\u57fa\u4e8e\u6b64\uff0c\u8be5\u56e2\u961f\u5c06\u8fd9\u4e2a\u65b9\u6cd5\u547d\u540d\u4e3a CompressARC\uff0c\u5176\u7b26\u5408\u4ee5\u4e0b\u4e09\u4e2a\u9650\u5236\uff1a<\/p>\n<ul data-id=\"ua73dd4b-GMX98NJm\">\n<li data-id=\"ld70c578-9ZdzeIDJ\">\u65e0\u9700\u9884\u8bad\u7ec3\uff1b\u6a21\u578b\u5728\u63a8\u7406\u671f\u95f4\u968f\u673a\u521d\u59cb\u5316\u548c\u8bad\u7ec3\u3002<\/li>\n<li data-id=\"ld70c578-1ToDmxQM\">\u65e0\u9700\u6570\u636e\u96c6\uff1b\u6a21\u578b\u4ec5\u5728\u76ee\u6807 ARC-AGI \u8c1c\u9898\u4e0a\u8fdb\u884c\u8bad\u7ec3\u5e76\u8f93\u51fa\u4e00\u4e2a\u7b54\u6848\u3002<\/li>\n<li data-id=\"ld70c578-9W6Em7pq\">\u65e0\u9700\u641c\u7d22 \u2014\u2014 \u53ea\u9700\u68af\u5ea6\u4e0b\u964d\u3002<\/li>\n<\/ul>\n<p>\u5c3d\u7ba1\u5b58\u5728\u8fd9\u4e9b\u9650\u5236\uff0c\u4f46 CompressARC \u8fd8\u662f\u5728\u8bad\u7ec3\u96c6\u4e0a\u5b9e\u73b0\u4e86 34.75% \u7684\u51c6\u786e\u5ea6\uff0c\u5728\u8bc4\u4f30\u96c6\u4e0a\u5b9e\u73b0\u4e86 20% \u7684\u51c6\u786e\u5ea6\u3002<\/p>\n<p>\u5904\u7406\u65f6\u95f4\u65b9\u9762\uff0c\u5728 RTX 4070 \u4e0a\uff0c\u5904\u7406\u6bcf\u4e2a\u8c1c\u9898\u7684\u65f6\u95f4\u5927\u7ea6\u4e3a 20 \u5206\u949f\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u8868\u793a\uff1a\u300c\u636e\u6211\u4eec\u6240\u77e5\uff0c<strong>\u8fd9\u662f\u9996\u4e2a\u8bad\u7ec3\u6570\u636e\u4ec5\u9650\u4e8e\u76ee\u6807\u8c1c\u9898\u7684\u7528\u4e8e\u89e3\u51b3 ARC-AGI \u7684\u795e\u7ecf\u65b9\u6cd5\u3002<\/strong>\u300d<\/p>\n<p>\u4ed6\u4eec\u7279\u522b\u6307\u51fa\uff1a<strong>CompressARC \u7684\u667a\u80fd\u5e76\u975e\u6e90\u81ea\u9884\u8bad\u7ec3\u3001\u5e9e\u5927\u7684\u6570\u636e\u96c6\u3001\u8be6\u5c3d\u7684\u641c\u7d22\u6216\u5927\u89c4\u6a21\u8ba1\u7b97\uff0c\u800c\u662f\u6e90\u81ea\u538b\u7f29\u3002<\/strong>\u300c\u5bf9\u4e8e\u4f9d\u8d56\u5927\u91cf\u9884\u8bad\u7ec3\u548c\u6570\u636e\u7684\u4f20\u7edf\uff0c\u6211\u4eec\u53d1\u8d77\u4e86\u6311\u6218\uff0c\u5e76\u5c55\u73b0\u4e86\u4e00\u79cd\u672a\u6765\uff0c\u5373\u7ecf\u8fc7\u5b9a\u5236\u8bbe\u8ba1\u7684\u538b\u7f29\u76ee\u6807\u548c\u9ad8\u6548\u7684\u63a8\u7406\u65f6\u95f4\u8ba1\u7b97\u5171\u540c\u53d1\u529b\uff0c\u4ece\u800c<strong>\u53ef\u4ee5\u4ece\u6700\u5c11\u7684\u8f93\u5165\u4e2d\u63d0\u53d6\u51fa\u6df1\u5ea6\u667a\u80fd<\/strong>\u3002\u300d<\/p>\n<h4>ARC-AGI \u7b80\u4ecb<\/h4>\n<p>ARC-AGI \u63d0\u51fa\u4e8e 2019 \u5e74\uff0c\u8fd9\u4e2a AI \u57fa\u51c6\u7684\u76ee\u6807\u662f\u6d4b\u8bd5\u7cfb\u7edf\u4ece\u5c11\u91cf\u793a\u4f8b\u4e2d\u5f52\u7eb3\u603b\u7ed3\u51fa\u62bd\u8c61\u89c4\u5219\u7684\u80fd\u529b\u3002<\/p>\n<p>\u8be5\u6570\u636e\u96c6\u4e2d\u5305\u542b\u4e00\u4e9b\u7c7b\u4f3c IQ \u6d4b\u8bd5\u7684\u8c1c\u9898\uff1a\u5148\u5c55\u793a\u4e00\u4e9b\u6f14\u793a\u5e95\u5c42\u89c4\u5219\u7684\u56fe\u50cf\uff0c\u7136\u540e\u7ed9\u51fa\u9700\u8981\u8865\u5168\u6216\u5e94\u7528\u8be5\u89c4\u5219\u7684\u6d4b\u8bd5\u56fe\u50cf\u3002\u4e0b\u9762\u5c55\u793a\u4e86\u4e09\u4e2a\u793a\u4f8b\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/16\/661c8ca68caee878644952722d7435f14ebc85.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u6bcf\u4e2a\u8c1c\u9898\u90fd\u6709\u4e00\u4e2a\u9690\u85cf\u89c4\u5219\uff0c\u53ef\u5c06\u6bcf\u4e2a\u8f93\u5165\u7f51\u683c\u6620\u5c04\u5230\u6bcf\u4e2a\u8f93\u51fa\u7f51\u683c\u3002\u88ab\u6d4b\u8bd5\u8005\u5c06\u83b7\u5f97\u4e00\u4e9b\u8f93\u5165\u6620\u5c04\u5230\u8f93\u51fa\u7684\u793a\u4f8b\uff0c\u5e76\u4e14\u6709\u4e24\u6b21\u673a\u4f1a\uff08Pass@2\uff09\u731c\u6d4b\u7ed9\u5b9a\u8f93\u5165\u7f51\u683c\u7684\u8f93\u51fa\u7f51\u683c\u3002<\/p>\n<p>\u5982\u679c\u4efb\u4f55\u4e00\u4e2a\u731c\u6d4b\u662f\u6b63\u786e\u7684\uff0c\u90a3\u4e48\u88ab\u6d4b\u8bd5\u8005\u5c06\u83b7\u5f97\u8be5\u8c1c\u9898\u7684 1 \u5206\uff0c\u5426\u5219\u5c06\u83b7\u5f97 0 \u5206\u3002\u88ab\u6d4b\u8bd5\u8005\u53ef\u4ee5\u66f4\u6539\u8f93\u51fa\u7f51\u683c\u7684\u5927\u5c0f\u5e76\u9009\u62e9\u6bcf\u4e2a\u50cf\u7d20\u7684\u989c\u8272\u3002<\/p>\n<p>\u4e00\u822c\u6765\u8bf4\uff0c\u4eba\u7c7b\u901a\u5e38\u80fd\u5408\u7406\u5730\u627e\u5230\u7b54\u6848\uff0c\u800c\u673a\u5668\u76ee\u524d\u8fd8\u8f83\u96be\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u666e\u901a\u4eba\u53ef\u4ee5\u89e3\u51b3 76.2% \u7684\u8bad\u7ec3\u96c6\uff0c\u800c\u4eba\u7c7b\u4e13\u5bb6\u53ef\u4ee5\u89e3\u51b3 98.5%\u3002<\/p>\n<p>\u6709 400 \u4e2a\u8bad\u7ec3\u8c1c\u9898\u4f1a\u6bd4\u5176\u4ed6\u8c1c\u9898\u66f4\u5bb9\u6613\uff0c\u5176\u76ee\u7684\u662f\u5e2e\u52a9\u88ab\u6d4b\u8bd5\u8005\u5b66\u4e60\u4ee5\u4e0b\u6a21\u5f0f\uff1a<\/p>\n<ul data-id=\"ua73dd4b-jdcR1IWS\">\n<li data-id=\"ld70c578-sYgm8POV\"><strong>Objectness\uff08\u4e8b\u7269\u6027\uff09<\/strong>\uff1a\u4e8b\u7269\u4f1a\u6301\u7eed\u5b58\u5728\uff0c\u4e0d\u4f1a\u65e0\u7f18\u65e0\u6545\u5730\u51fa\u73b0\u6216\u6d88\u5931\u3002\u7269\u4f53\u80fd\u5426\u4ea4\u4e92\u53d6\u51b3\u4e8e\u5177\u4f53\u60c5\u51b5\u3002<\/li>\n<li data-id=\"ld70c578-ZPOFAqv5\"><strong>\u76ee\u6807\u5bfc\u5411\u6027<\/strong>\uff1a\u4e8b\u7269\u53ef\u4ee5\u662f\u52a8\u6001\u7684\u6216\u9759\u6b62\u7684\u3002\u6709\u4e9b\u7269\u4f53\u662f\u300c\u667a\u80fd\u4f53\u300d\u2014\u2014 \u5b83\u4eec\u6709\u610f\u56fe\u5e76\u4f1a\u8ffd\u6c42\u76ee\u6807\u3002<\/li>\n<li data-id=\"ld70c578-nxNvGT59\"><strong>\u6570\u5b57\u548c\u8ba1\u6570<\/strong>\uff1a\u53ef\u4ee5\u4f7f\u7528\u52a0\u6cd5\u3001\u51cf\u6cd5\u548c\u6bd4\u8f83\u7b49\u57fa\u672c\u6570\u5b66\u8fd0\u7b97\uff0c\u6839\u636e\u7269\u4f53\u7684\u5f62\u72b6\u3001\u5916\u89c2\u6216\u8fd0\u52a8\u5bf9\u5b83\u4eec\u8fdb\u884c\u8ba1\u6570\u6216\u5206\u7c7b\u3002<\/li>\n<li data-id=\"ld70c578-Y98GJWxs\"><strong>\u57fa\u672c\u51e0\u4f55\u548c\u62d3\u6251<\/strong>\uff1a\u7269\u4f53\u53ef\u4ee5\u662f\u77e9\u5f62\u3001\u4e09\u89d2\u5f62\u548c\u5706\u5f62\u7b49\u5f62\u72b6\uff0c\u53ef\u4ee5\u6267\u884c\u955c\u50cf\u3001\u65cb\u8f6c\u3001\u5e73\u79fb\u3001\u53d8\u5f62\u3001\u7ec4\u5408\u3001\u91cd\u590d\u7b49\u64cd\u4f5c\u3002\u53ef\u4ee5\u68c0\u6d4b\u5230\u8ddd\u79bb\u5dee\u5f02\u3002<\/li>\n<\/ul>\n<p>ARC Prize \u56e2\u961f\u66fe\u591a\u6b21\u53d1\u8d77\u89e3\u51b3 ARC-AGI \u7684\u7ade\u8d5b\uff0c\u5e76\u63d0\u4f9b\u91d1\u94b1\u5956\u52b1\u3002\u6700\u8fd1\u7684\u4e00\u6b21\u7ade\u8d5b\u6d89\u53ca\u9ad8\u8fbe 100 \u4e07\u7f8e\u5143\u7684\u6f5c\u5728\u5956\u91d1\uff0c\u4e3b\u8981\u5956\u91d1\u7559\u7ed9\u4e86\u80fd\u591f\u5728\u53d7\u9650\u73af\u5883\u4e2d\u4f7f\u7528 12 \u5c0f\u65f6\u8ba1\u7b97\uff0c\u5728 100 \u4e2a\u8c1c\u9898\u7684\u79c1\u6709\u6d4b\u8bd5\u96c6\u4e0a\u5b9e\u73b0 85% \u6210\u529f\u7387\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u6b64\u524d\uff0cOpenAI \u66fe\u5ba3\u5e03 o3 \u6a21\u578b\u5728 ARC-AGI \u57fa\u51c6\u53ef\u8fbe\u5230 87.5% \u7684\u6c34\u5e73\uff0c\u88ab\u5e7f\u6cdb\u8ba4\u4e3a\u662f\u91cd\u5927\u7684\u5386\u53f2\u6027\u7a81\u7834<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/16\/1760bbd2985ae7fd3c4871912d4cf28be966ab.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h4>\u65b0\u63d0\u51fa\u7684\u89e3\u51b3\u65b9\u6848<\/h4>\n<p>Albert Gu \u9886\u5bfc\u7684\u56e2\u961f\u63d0\u51fa\uff0c\u65e0\u635f\u4fe1\u606f\u538b\u7f29\u53ef\u4ee5\u4f5c\u4e3a\u89e3\u51b3 ARC-AGI \u8c1c\u9898\u7684\u6709\u6548\u6846\u67b6\u3002\u8c1c\u9898\u7684\u4e00\u4e2a\u66f4\u9ad8\u6548\uff08\u4f4e\u6bd4\u7279\uff09\u538b\u7f29\u5c31\u5bf9\u5e94\u4e8e\u4e00\u4e2a\u66f4\u51c6\u786e\u7684\u89e3\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u7b54 ARC-AGI \u8c1c\u9898\uff0c\u8be5\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7cfb\u7edf\uff0c\u53ef\u4ee5\u5c06\u4e0d\u5b8c\u6574\u7684\u8c1c\u9898\u8f6c\u6362\u6210\u5b8c\u6574\u7684\uff08\u586b\u5165\u7b54\u6848\uff09\uff0c\u65b9\u6cd5\u662f\u5bfb\u627e\u4e00\u4e2a\u7d27\u51d1\u7684\u8868\u793a\uff0c\u800c\u5f53\u5bf9\u8fd9\u4e2a\u8868\u793a\u8fdb\u884c\u89e3\u538b\u7f29\u65f6\uff0c\u5c31\u4f1a\u91cd\u73b0\u6709\u4efb\u610f\u89e3\u7684\u8c1c\u9898\u3002\u8fd9\u4e2a\u65b9\u6cd5\u7684\u5173\u952e\u96be\u9898\u662f\u5728\u6ca1\u6709\u7b54\u6848\u4f5c\u4e3a\u8f93\u5165\u7684\u524d\u63d0\u4e0b\u83b7\u5f97\u8fd9\u79cd\u7d27\u51d1\u7684\u8868\u793a\u3002<\/p>\n<p>CompressARC \u4f7f\u7528\u4e86\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u89e3\u7801\u5668\u3002\u7136\u800c\uff0c\u7f16\u7801\u7b97\u6cd5\u5374\u4e0d\u662f\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u2014\u2014\u76f8\u53cd\uff0c\u7f16\u7801\u662f\u7531\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u5b9e\u73b0\u7684\uff0c\u8be5\u7b97\u6cd5\u5728\u89e3\u7801\u5668\u4e0a\u6267\u884c\u63a8\u7406\u65f6\u95f4\u8bad\u7ec3\uff0c\u540c\u65f6\u4fdd\u6301\u6b63\u786e\u7684\u89e3\u7801\u8f93\u51fa\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u8fd0\u884c\u8be5\u7f16\u7801\u5668\u5c31\u610f\u5473\u7740\u4f18\u5316\u89e3\u7801\u5668\u7684\u53c2\u6570\u548c\u8f93\u5165\u5206\u5e03\uff0c\u4ece\u800c\u83b7\u5f97\u7ecf\u8fc7\u6700\u5927\u538b\u7f29\u7684\u8c1c\u9898\u8868\u793a\u3002<\/p>\n<p>\u7531\u6b64\u5f97\u5230\u7684\u4f18\u5316\u7248\u53c2\u6570\uff08\u4f8b\u5982\uff0c\u6743\u91cd\u548c\u8f93\u5165\u5206\u5e03\u8bbe\u7f6e\uff09\u672c\u8eab\u5c06\u4f5c\u4e3a\u7ecf\u8fc7\u538b\u7f29\u7684\u6bd4\u7279\u8868\u793a\uff0c\u5176\u7f16\u7801\u4e86\u8c1c\u9898\u4e0e\u5176\u7b54\u6848\u3002<\/p>\n<p>\u5982\u679c\u7528\u6807\u51c6\u673a\u5668\u5b66\u4e60\u672f\u8bed\u6765\u63cf\u8ff0\uff1a\uff08\u6ca1\u6709\u538b\u7f29\u9886\u57df\u7684\u672f\u8bed\uff0c\u5e76\u8fdb\u884c\u4e86\u4e00\u4e9b\u7b80\u5316\uff09<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"oce3d02a-YfG3Ur12\">\n<li data-id=\"ld70c578-bW9bP9a6\">\u4ece\u63a8\u7406\u65f6\u95f4\u5f00\u59cb\uff0c\u7ed9\u51fa\u4e00\u4e2a\u8981\u89e3\u51b3\u7684 ARC-AGI \u8c1c\u9898\u3002\uff08\u6bd4\u5982\u4e0b\u56fe\uff09<\/li>\n<li data-id=\"ld70c578-LZPsZ5Pn\">\u6784\u5efa\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc f\uff08\u53c2\u89c1\u67b6\u6784\uff09\uff0c\u8be5\u7f51\u7edc\u662f\u9488\u5bf9\u8be5\u8c1c\u9898\u7684\u5177\u4f53\u60c5\u51b5\uff08\u4f8b\u5982\uff0c\u793a\u4f8b\u6570\u91cf\u3001\u89c2\u5bdf\u5230\u7684\u989c\u8272\uff09\u8bbe\u8ba1\u7684\u3002\u8be5\u7f51\u7edc\u91c7\u7528\u4e86\u968f\u673a\u6b63\u6001\u8f93\u5165 z\u223cN (\u03bc,\u03a3)\uff0c\u5e76\u5728\u6240\u6709\u7f51\u683c\uff08\u5305\u62ec\u7b54\u6848\u7f51\u683c\uff083 \u4e2a\u8f93\u5165\u8f93\u51fa\u793a\u4f8b\uff0c\u603b\u5171 6 \u4e2a\u7f51\u683c\uff09\uff09\u8f93\u51fa\u6bcf\u50cf\u7d20\u989c\u8272\u7684 logit \u9884\u6d4b\u3002\u91cd\u8981\u7684\u662f\uff0cf_\u03b8 \u7b49\u4ef7\u4e8e\u4e0e\u5e38\u89c1\u7684\u589e\u5f3a\u624b\u6bb5 \u2014\u2014 \u4f8b\u5982\u91cd\u65b0\u6392\u5e8f\u8f93\u5165\u8f93\u51fa\u5bf9\uff08\u5305\u62ec\u7b54\u6848\u5bf9\uff09\u3001\u989c\u8272\u6392\u5217\u548c\u7a7a\u95f4\u65cb\u8f6c \/ \u53cd\u5c04\u3002<\/li>\n<li data-id=\"ld70c578-sSy863J1\">\u521d\u59cb\u5316\u7f51\u7edc\u6743\u91cd \u03b8 \u5e76\u4e3a z \u5206\u5e03\u8bbe\u7f6e\u53c2\u6570 \u03bc \u548c \u03a3\u3002<\/li>\n<li data-id=\"ld70c578-bVzed9Km\">\u8054\u5408\u4f18\u5316 \u03b8\u3001\u03bc \u548c \u03a3\uff0c\u4ee5\u6700\u5c0f\u5316\u5df2\u77e5\u7f51\u683c\uff08\u5176\u4e2d 5 \u4e2a\uff09\u7684\u4ea4\u53c9\u71b5\u603b\u548c\uff0c\u540c\u65f6\u5ffd\u7565\u7b54\u6848\u7f51\u683c\u3002\u4f7f\u7528\u4e00\u4e2a KL \u6563\u5ea6\u60e9\u7f5a\u4f7f N (\u03bc,\u03a3) \u63a5\u8fd1 N (0,1)\uff0c\u5c31\u50cf\u5728 VAE \u4e2d\u4e00\u6837\u3002<\/li>\n<li data-id=\"ld70c578-DdZwCQYz\">\u7531\u4e8e z \u4e2d\u7684\u968f\u673a\u6027\uff0c\u751f\u6210\u7684\u7b54\u6848\u7f51\u683c\u662f\u968f\u673a\u7684\uff0c\u56e0\u6b64\u9700\u8981\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u5b58\u7b54\u6848\u7f51\u683c\uff0c\u5e76\u9009\u62e9\u6700\u5e38\u51fa\u73b0\u7684\u7f51\u683c\u4f5c\u4e3a\u6700\u7ec8\u9884\u6d4b\u3002<\/li>\n<\/ol>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202503\/16\/813512b22e4e1ac860c244cdecc2d9dd0486d7.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e3a\u4ec0\u4e48\u8fd9\u79cd\u65b9\u6cd5\u662f\u5728\u6267\u884c\u538b\u7f29\uff1f\u8fd9\u91cc\u770b\u8d77\u6765\u5e76\u4e0d\u90a3\u4e48\u663e\u800c\u6613\u89c1\u3002\u4e0d\u8fc7\u8be5\u56e2\u961f\u5728\u6587\u7ae0\u4e2d\u901a\u8fc7\u538b\u7f29 ARC-AGI \u63a8\u5bfc\u4e86\u5b83\uff0c\u5176\u4e2d\u6d89\u53ca\u4fe1\u606f\u8bba\u3001\u7b97\u6cd5\u4fe1\u606f\u8bba\u3001\u7f16\u7801\u7406\u8bba\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u77e5\u8bc6\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u8bbf\u95ee\u539f\u6587\u4e86\u89e3\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u5148\u8bd5\u8bd5\u89e3\u51b3\u4e0a\u8ff0\u8c1c\u9898\u3002\u4e0b\u56fe\u5c55\u793a\u4e86 CompressARC \u7684\u89e3\u9898\u8fc7\u7a0b\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/16\/b9f268787a5ed13746c6863b14a34678fca61c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u901a\u8fc7\u89e3\u6784\u5b66\u4e60\u5230\u7684 z \u5206\u5e03\uff08\u8be6\u89c1\u539f\u6587\uff09\uff0c\u53ef\u4ee5\u53d1\u73b0\u5b83\u7f16\u7801\u4e86\u989c\u8272\u65b9\u5411\u5bf9\u5e94\u8868\u548c\u884c\/\u5217\u5206\u9694\u7b26\u4f4d\u7f6e\uff01<\/p>\n<h4>\u67b6\u6784<\/h4>\n<p>\u4e3a\u4e86\u5c06\u9690\u542b\u7684 z \u89e3\u7801\u4e3a ARC-AGI \u8c1c\u9898\uff0c\u8be5\u56e2\u961f\u8bbe\u8ba1\u4e86\u81ea\u5df1\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002\u8be5\u67b6\u6784\u6700\u91cd\u8981\u7684\u7279\u5f81\u662f\u5b83\u7684\u7b49\u53d8\u7279\u6027 \u2014\u2014 \u8fd9\u662f\u4e00\u4e9b\u5bf9\u79f0\u89c4\u5219\uff0c\u89c4\u5b9a\u4e86\u6bcf\u5f53\u8f93\u5165 z \u53d1\u751f\u53d8\u6362\u65f6\uff0c\u8f93\u51fa ARC-AGI \u8c1c\u9898\u4e5f\u5fc5\u987b\u4ee5\u76f8\u540c\u7684\u65b9\u5f0f\u53d8\u6362\u3002\u4f8b\u5b50\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"ua73dd4b-qdCabD2L\">\n<li data-id=\"ld70c578-rVNInTfH\">\u91cd\u65b0\u6392\u5e8f\u8f93\u5165\/\u8f93\u51fa\u5bf9<\/li>\n<li data-id=\"ld70c578-YKeoqzW4\">\u6539\u53d8\u989c\u8272<\/li>\n<li data-id=\"ld70c578-2lqh5dQP\">\u7ffb\u8f6c\u3001\u65cb\u8f6c\u548c\u7f51\u683c\u53cd\u5c04<\/li>\n<\/ul>\n<p>\u7b49\u53d8\u7684\u65b9\u5f0f\u5b9e\u5728\u592a\u591a\u4e86\uff0c\u9760\u4eba\u529b\u7a77\u4e3e\u5b9e\u96be\u529e\u5230\uff0c\u6240\u4ee5\u8be5\u56e2\u961f\u51b3\u5b9a\u6253\u9020\u4e00\u4e2a\u5b8c\u5168\u5bf9\u79f0\u7684\u57fa\u7840\u67b6\u6784\uff0c\u5e76\u901a\u8fc7\u6dfb\u52a0\u4e0d\u5bf9\u79f0\u5c42\u6765\u9010\u4e00\u6253\u7834\u4e0d\u5fc5\u8981\u7684\u5bf9\u79f0\u6027\uff0c\u4f7f\u5176\u5177\u6709\u7279\u5b9a\u7684\u975e\u7b49\u53d8\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/16\/99de6e270ad5e4272f04644db58528988b6cd3.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4ec0\u4e48\u610f\u601d\u5462\uff1f\u5047\u8bbe z \u548c ARC-AGI \u8c1c\u9898\u90fd\u91c7\u7528\u5f62\u72b6\u4e3a [n_examples, n_colors, height, width, 2 for input\/output] \u7684\u5f20\u91cf\u5f62\u5f0f\uff08\u8fd9\u5b9e\u9645\u4e0a\u4e0d\u662f\u6570\u636e\u7684\u683c\u5f0f\uff0c\u4f46\u5b83\u6700\u80fd\u8868\u8fbe\u8fd9\u4e2a\u601d\u8def\u3002\uff09\u7136\u540e\uff0c\u7f51\u7edc\u5f00\u59cb\u4e0e\u793a\u4f8b\u4e2d\u7684\u7d22\u5f15\uff08\u989c\u8272\u3001\u9ad8\u5ea6\u548c\u5bbd\u5ea6\u7ef4\u5ea6\uff09\u7684\u6392\u5217\u7b49\u53d8\u3002\u53e6\u5916\uff0c\u5728\u6743\u91cd\u5171\u4eab\u65b9\u9762\u5fc5\u987b\u683c\u5916\u5c0f\u5fc3\uff0c\u4ee5\u5f3a\u5236\u7f51\u7edc\u4e5f\u4e0e\u4ea4\u6362\u5bbd\u5ea6\u548c\u9ad8\u5ea6\u7ef4\u5ea6\u7b49\u53d8\u3002\u7136\u540e\uff0c\u53ef\u4ee5\u6dfb\u52a0\u4e00\u4e2a\u6d89\u53ca\u5bbd\u5ea6\u548c\u9ad8\u5ea6\u7ef4\u5ea6\u7684\u6eda\u52a8\u5c42\uff0c\u8ba9\u7f51\u7edc\u53ef\u533a\u5206\u77ed\u8ddd\u79bb\u7a7a\u95f4\u4ea4\u4e92\uff0c\u4f46\u4e0d\u533a\u5206\u957f\u8ddd\u79bb\u7a7a\u95f4\u4ea4\u4e92\u3002<\/p>\n<p>\u7a7f\u8fc7\u5404\u5c42\u7684\u5b9e\u9645\u6570\u636e\uff08z\u3001\u9690\u85cf\u6fc0\u6d3b\u548c\u8c1c\u9898\uff09\u91c7\u7528\u4e86\u6240\u8c13\u7684\u300c\u591a\u5f20\u91cf\uff08multitensor\uff09\u300d\u683c\u5f0f\uff0c\u5176\u4e2d\u5305\u542b\u5404\u79cd\u5f62\u72b6\u7684\u5f20\u91cf\u3002\u6240\u6709\u7b49\u53d8\u90fd\u53ef\u88ab\u63cf\u8ff0\u6210\u5b83\u4eec\u5bf9\u8fd9\u4e2a\u591a\u5f20\u91cf\u7684\u6539\u53d8\u3002<\/p>\n<p><strong>\u591a\u5f20\u91cf<\/strong><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/f1979e279fbd083479e572040406a4cf9495a4.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u76ee\u524d\u6765\u8bf4\uff0c\u5927\u591a\u6570\u673a\u5668\u5b66\u4e60\u6846\u67b6\u64cd\u4f5c\u7684\u90fd\u662f\u5177\u6709\u6052\u5b9a\u79e9\u7684\u5355\u4e00\u7c7b\u578b\u7684\u5f20\u91cf\u3002\u6bd4\u5982 LLM \u64cd\u4f5c\u7684\u662f\u79e9\u4e3a 3 \u7684\u5f20\u91cf\uff0c\u5176\u5f62\u72b6\u4e3a [n_batch, n_tokens, n_channels]\uff0c\u800c CNN \u64cd\u4f5c\u7684\u5219\u662f\u79e9\u4e3a 4 \u7684\u5f20\u91cf\uff0c\u5176\u5f62\u72b6\u4e3a [n_batch, n_channels, height, width]\u3002<\/p>\n<p>\u800c\u65b0\u7684\u591a\u5f20\u91cf\u5219\u662f\u7531\u591a\u4e2a\u4e0d\u540c\u79e9\u6784\u6210\u7684\u5f20\u91cf\u7ec4\u6210\u7684\u96c6\u5408\uff0c\u5176\u7ef4\u5ea6\u662f\u4e00\u4e2a\u5f62\u72b6\u4e3a [n_examples, n_colors, n_directions, height, width, n_channels] \u7684\u79e9\u4e3a 6 \u7684\u5f20\u91cf\u7684\u5b50\u96c6\u3002\u5176\u4e2d channel \u7ef4\u5ea6\u603b\u662f\u4f1a\u88ab\u4fdd\u7559\uff0c\u56e0\u6b64\u6bcf\u4e2a\u591a\u5f20\u91cf\u6700\u591a\u6709 32 \u4e2a\u5f20\u91cf\u3002<\/p>\n<p>\u4e3a\u4e86\u5224\u5b9a\u5f20\u91cf\u5f62\u72b6\u662f\u5426\u300c\u5408\u6cd5\u300d\u8be5\u56e2\u961f\u8fd8\u8bbe\u5b9a\u4e86\u4e00\u4e9b\u89c4\u5219\uff08\u8be6\u89c1\u539f\u6587\u300c\u5176\u5b83\u67b6\u6784\u7ec6\u8282\u300d\u90e8\u5206\uff09\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u591a\u5f20\u91cf\u4e2d\u5f20\u91cf\u7684\u6570\u91cf\u5c31\u51cf\u5c11\u5230\u4e86 18 \u4e2a\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/855db5d72bf8b74bc09839400a61a274c2aaac.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u90a3\u4e48\uff0c\u591a\u5f20\u91cf\u662f\u5982\u4f55\u5b58\u50a8\u6570\u636e\u7684\u5462\uff1fARC-AGI \u8c1c\u9898\u53ef\u4ee5\u8868\u793a\u6210 [examples, colors, height, width, channel] \u5f20\u91cf\uff0c\u5176\u4e2d channel \u7ef4\u5ea6\u53ef\u7528\u4e8e\u9009\u62e9\u662f\u8f93\u5165\u8fd8\u662f\u8f93\u51fa\u7f51\u683c\u3001width\/height \u7ef4\u5ea6\u6307\u5b9a\u50cf\u7d20\u4f4d\u7f6e\u3001color \u7ef4\u5ea6\u662f\u4e00\u4e2a one hot \u5411\u91cf\uff08\u6307\u793a\u4e86\u8be5\u50cf\u7d20\u7684\u989c\u8272\uff09\u3002[examples,width,channel] \u548c [examples,height,channel] \u5f20\u91cf\u53ef\u4ee5\u7528\u4e8e\u5b58\u50a8\u8868\u793a\u6bcf\u4e2a\u8f93\u5165\/\u8f93\u51fa\u7f51\u683c\u7684\u6bcf\u4e2a\u793a\u4f8b\u7684\u7f51\u683c\u5f62\u72b6\u7684\u63a9\u7801\u3002\u6240\u6709\u8fd9\u4e9b\u5f20\u91cf\u90fd\u88ab\u5305\u542b\u5728\u5355\u4e2a\u591a\u5f20\u91cf\u4e2d\uff0c\u8be5\u591a\u5f20\u91cf\u7531\u8be5\u7f51\u7edc\u8ba1\u7b97\uff0c\u5c31\u5728\u6700\u7ec8\u7684\u7ebf\u6027\u5934\u5c42\u4e4b\u524d\u3002<\/p>\n<p>\u5f53\u64cd\u4f5c\u591a\u5f20\u91cf\u65f6\uff0c\u8be5\u56e2\u961f\u9ed8\u8ba4\u5047\u8bbe\u6240\u6709\u975e channel \u7ef4\u5ea6\u90fd\u88ab\u89c6\u4e3a batch \u7ef4\u5ea6\u3002\u9664\u975e\u53e6\u6709\u8bf4\u660e\uff0c\u5426\u5219\u5c06\u5728\u5404\u4e2a\u7ef4\u5ea6\u7d22\u5f15\u4e0a\u6267\u884c\u540c\u6837\u7684\u64cd\u4f5c\u3002\u8fd9\u80fd\u786e\u4fdd\u6240\u6709\u5bf9\u79f0\u6027\u5b8c\u597d\uff0c\u76f4\u5230\u4f7f\u7528\u65e8\u5728\u7834\u574f\u7279\u5b9a\u5bf9\u79f0\u6027\u7684\u67d0\u4e2a\u5c42\u3002<\/p>\n<p>\u5173\u4e8e channel \u7ef4\u5ea6\u7684\u6700\u540e\u4e00\u70b9\u8bf4\u660e\uff1a\u901a\u5e38\u5728\u8c08\u8bba\u5f20\u91cf\u7684\u5f62\u72b6\u65f6\uff0c\u6211\u4eec\u751a\u81f3\u4e0d\u4f1a\u63d0\u53ca channel \u7ef4\u5ea6\uff0c\u56e0\u4e3a\u5b83\u5df2\u88ab\u9ed8\u8ba4\u5305\u542b\u5728\u5185\u3002<\/p>\n<p>\u5b8c\u6574\u7684\u67b6\u6784\u7531\u4ee5\u4e0b\u5c42\u7ec4\u6210\uff0c\u5bf9\u5b83\u4eec\u7684\u8be6\u7ec6\u63cf\u8ff0\u89c1\u539f\u6587\u9644\u5f55\uff1a<\/p>\n<ul data-id=\"ua73dd4b-FoLtp8gu\">\n<li data-id=\"ld70c578-T0f4nQJF\">\u4e00\u5f00\u59cb\u662f z \u5206\u5e03\u7684\u53c2\u6570<\/li>\n<li data-id=\"ld70c578-kvoI7NlL\">\u89e3\u7801\u5c42<\/li>\n<li data-id=\"ld70c578-LE0a7D2B\">4 \u7ec4\uff1a\u591a\u5f20\u91cf\u901a\u4fe1\u5c42\uff08\u5411\u4e0a\uff09\u3001Softmax \u5c42\u3001\u65b9\u5411 Cummax \u5c42\u3001\u65b9\u5411\u79fb\u4f4d\u5c42\u3001\u65b9\u5411\u901a\u4fe1\u5c42\u3001\u975e\u7ebf\u6027\u5c42\u3001\u591a\u5f20\u91cf\u901a\u4fe1\u5c42\uff08\u5411\u4e0b\uff09\u3001\u5f52\u4e00\u5316\u5c42<\/li>\n<li data-id=\"ld70c578-yYPoUaT6\">\u7ebf\u6027\u5934<\/li>\n<\/ul>\n<h4>\u7ed3\u679c<\/h4>\n<p>\u90a3\u4e48\uff0cCompressARC \u7684\u5b9e\u9a8c\u8868\u73b0\u5982\u4f55\u5462\uff1f<\/p>\n<p>\u9996\u5148\u6765\u770b\u8bad\u7ec3\u96c6\u6b63\u786e\u7387\uff08Pass@2\uff09\uff1a34.75%\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/16\/210d860703e41d1bc44386e2cf0239b4ec9bd8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/5656a1177ce450e438977162acbe54a3e77294.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u9a8c\u8bc1\u96c6\u6b63\u786e\u7387\u5219\u4e3a 20%\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/16\/c7236ec4304822d0749001cba9f85c9063408f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202503\/16\/13cf6875925119a949c193548ea5f0a27e4e17.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><strong>CompressARC \u4e0d\u80fd\u89e3\u51b3\u54ea\u4e9b\u95ee\u9898\uff1f<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u4e5f\u8be6\u7ec6\u5206\u6790\u4e86 CompressARC \u80fd\u591f\u548c\u65e0\u6cd5\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u8bad\u7ec3\u96c6\u4e2d\u7684\u8c1c\u9898 28e73c20 \u9700\u8981\u4ece\u8fb9\u7f18\u5411\u4e2d\u95f4\u6269\u5c55\u56fe\u6848\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/16\/8120fbf369f0ff301a4047ce8425304578170a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u8003\u8651\u5230\u5176\u7f51\u7edc\u4e2d\u7684\u5c42\uff0cCompressARC \u901a\u5e38\u80fd\u591f\u6269\u5c55\u77ed\u8ddd\u79bb\u7684\u56fe\u6848\uff0c\u4f46\u4e0d\u80fd\u6269\u5c55\u957f\u8ddd\u79bb\u7684\u56fe\u6848\u3002\u56e0\u6b64\uff0c\u5b83\u5c3d\u529b\u6b63\u786e\u5730\u5c06\u56fe\u6848\u5ef6\u4f38\u4e00\u5c0f\u6bb5\u8ddd\u79bb\uff0c\u4e4b\u540e\u5c31\u5f00\u59cb\u731c\u6d4b\u4e2d\u95f4\u662f\u4ec0\u4e48\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202503\/16\/e6e4db225979688d684820753a5b09599b4de1.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>CompressARC \u80fd\u591f\u6267\u884c\u7684\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"ua73dd4b-kUka5npE\">\n<li data-id=\"ld70c578-dJoOUi9h\">\u4e3a\u5404\u4e2a\u7a0b\u5e8f\u5206\u914d\u5355\u72ec\u7684\u989c\u8272<\/li>\n<li data-id=\"ld70c578-v5h3V6Ak\">\u586b\u5145<\/li>\n<li data-id=\"ld70c578-Mb745TYA\">\u88c1\u526a<\/li>\n<li data-id=\"ld70c578-64QEXStY\">\u7528\u7ebf\u8fde\u63a5\u70b9\uff0c\u5305\u62ec 45 \u5ea6\u5bf9\u89d2\u7ebf<\/li>\n<li data-id=\"ld70c578-9CdKRQTb\">\u76f8\u540c\u989c\u8272\u68c0\u6d4b<\/li>\n<li data-id=\"ld70c578-hIOFb8An\">\u8bc6\u522b\u50cf\u7d20\u90bb\u63a5\u60c5\u51b5<\/li>\n<li data-id=\"ld70c578-NJnERPLG\">\u4e3a\u5404\u4e2a\u793a\u4f8b\u5206\u914d\u5355\u72ec\u7684\u989c\u8272<\/li>\n<li data-id=\"ld70c578-Rud4Gnfq\">\u8bc6\u522b\u5f62\u72b6\u7684\u5404\u4e2a\u90e8\u5206<\/li>\n<li data-id=\"ld70c578-B13Mmghi\">\u77ed\u8ddd\u79bb\u5e73\u79fb<\/li>\n<\/ul>\n<p>CompressARC \u65e0\u6cd5\u6267\u884c\u7684\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"ua73dd4b-dH6VV2N3\">\n<li data-id=\"ld70c578-FdFRCN5K\">\u5c06\u4e24\u79cd\u989c\u8272\u76f8\u4e92\u5206\u914d\u7ed9\u5bf9\u65b9<\/li>\n<li data-id=\"ld70c578-TT6tgpbH\">\u591a\u6b21\u91cd\u590d\u4e00\u7cfb\u5217\u64cd\u4f5c<\/li>\n<li data-id=\"ld70c578-XiwRGwdI\">\u8ba1\u6570 \/ \u6570\u5b57<\/li>\n<li data-id=\"ld70c578-mbO77dUi\">\u5e73\u79fb\u3001\u65cb\u8f6c\u3001\u53cd\u5c04\u3001\u7f29\u653e\u3001\u56fe\u50cf\u590d\u5236<\/li>\n<li data-id=\"ld70c578-uMVTChkN\">\u68c0\u6d4b\u62d3\u6251\u5c5e\u6027\uff0c\u4f8b\u5982\u8fde\u63a5\u6027<\/li>\n<li data-id=\"ld70c578-ilcN8cs1\">\u89c4\u5212\u3001\u6a21\u62df\u667a\u80fd\u4f53\u7684\u884c\u4e3a<\/li>\n<li data-id=\"ld70c578-ac9BwxI5\">\u56fe\u6848\u7684\u957f\u8ddd\u79bb\u6269\u5c55<\/li>\n<\/ul>\n<h4>\u6848\u4f8b\u5c55\u793a\uff1a\u4e3a\u65b9\u6846\u4e0a\u8272<\/h4>\n<p>\u8fd9\u91cc\u901a\u8fc7\u4e00\u4e2a\u6848\u4f8b\u6765\u5c55\u793a CompressARC \u7684\u6267\u884c\u60c5\u51b5\uff0c\u66f4\u591a\u6848\u4f8b\u8bf7\u89c1\u9644\u5f55\u3002<\/p>\n<p>\u95ee\u9898\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/16\/67af109046b8806fe9599544d0705a7c93c06f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u91cd\u5efa\u8bef\u5dee\u4e0b\u964d\u5f97\u975e\u5e38\u5feb\u3002\u5b83\u7684\u5e73\u5747\u6c34\u5e73\u4fdd\u6301\u5728\u8f83\u4f4e\u6c34\u5e73\uff0c\u4f46\u9694\u4e00\u6bb5\u65f6\u95f4\u5c31\u4f1a\u6025\u5267\u4e0a\u5347\uff0c\u5bfc\u81f4\u6765\u81ea z \u7684 KL \u5728\u8fd9\u4e9b\u65f6\u523b\u4e0a\u5347\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/16\/b72ffc980146119a2e6589288fb51f3be4de40.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u90a3\u4e48\uff0cCompressARC \u5982\u4f55\u5b66\u4f1a\u4e86\u89e3\u7b54\u8fd9\u4e2a\u95ee\u9898\u5462\uff1f\u4e3a\u4e86\u627e\u5230\u7b54\u6848\uff0c\u6211\u4eec\u5148\u770b\u770b z \u4e2d\u5b58\u50a8\u7684\u8868\u793a\u3002<\/p>\n<p>\u7531\u4e8e z \u662f\u4e00\u4e2a\u591a\u5f20\u91cf\uff0c\u5b83\u5305\u542b\u7684\u6bcf\u4e2a\u5f20\u91cf\u90fd\u4f1a\u5bf9 z \u7684\u603b KL \u4ea7\u751f\u8d21\u732e\u3002\u901a\u8fc7\u67e5\u770b\u6bcf\u4e2a\u5f20\u91cf\u7684\u8d21\u732e\uff0c\u53ef\u4ee5\u786e\u5b9a z \u4e2d\u7684\u54ea\u4e9b\u5f20\u91cf\u7f16\u7801\u4e86\u7528\u4e8e\u8868\u793a\u8c1c\u9898\u7684\u4fe1\u606f\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u5b58\u50a8\u5728 z \u7684\u6bcf\u4e2a\u5f20\u91cf\u4e2d\u7684\u4fe1\u606f\u91cf\uff0c\u5373\u89e3\u7801\u5c42\u4f7f\u7528\u7684 KL \u8d21\u732e\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/16\/03fbc4d878a4efb3ee4820ce082795b57d5123.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" 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