{"id":8622,"date":"2026-10-02T09:00:16","date_gmt":"2026-10-02T01:00:16","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/10\/02\/%e4%bd%95%e6%81%ba%e6%98%8e%e5%9b%a2%e9%98%9f%e6%96%b0%e4%bd%9c%ef%bc%9a%e7%9c%8b%e7%8c%ab%e7%89%87%e5%b0%b1%e8%83%bd%e5%ad%a6%e4%bc%9aarc%e6%8c%91%e6%88%98\/"},"modified":"2026-10-02T09:00:16","modified_gmt":"2026-10-02T01:00:16","slug":"%e4%bd%95%e6%81%ba%e6%98%8e%e5%9b%a2%e9%98%9f%e6%96%b0%e4%bd%9c%ef%bc%9a%e7%9c%8b%e7%8c%ab%e7%89%87%e5%b0%b1%e8%83%bd%e5%ad%a6%e4%bc%9aarc%e6%8c%91%e6%88%98","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/10\/02\/%e4%bd%95%e6%81%ba%e6%98%8e%e5%9b%a2%e9%98%9f%e6%96%b0%e4%bd%9c%ef%bc%9a%e7%9c%8b%e7%8c%ab%e7%89%87%e5%b0%b1%e8%83%bd%e5%ad%a6%e4%bc%9aarc%e6%8c%91%e6%88%98\/","title":{"rendered":"\u4f55\u607a\u660e\u56e2\u961f\u65b0\u4f5c\uff1a\u770b\u732b\u7247\u5c31\u80fd\u5b66\u4f1aARC\u6311\u6218"},"content":{"rendered":"
\"\u4f55\u607a\u660e\u56e2\u961f\u65b0\u4f5c\uff1a\u770b\u732b\u7247\u5c31\u80fd\u5b66\u4f1aARC\u6311\u6218\"\/<\/div><\/figure>\n
\"\u4f55\u607a\u660e\u56e2\u961f\u65b0\u4f5c\uff1a\u770b\u732b\u7247\u5c31\u80fd\u5b66\u4f1aARC\u6311\u6218\"\/<\/div><\/figure>\n
\"\u4f55\u607a\u660e\u56e2\u961f\u65b0\u4f5c\uff1a\u770b\u732b\u7247\u5c31\u80fd\u5b66\u4f1aARC\u6311\u6218\"\/<\/div><\/figure>\n
\"\u4f55\u607a\u660e\u56e2\u961f\u65b0\u4f5c\uff1a\u770b\u732b\u7247\u5c31\u80fd\u5b66\u4f1aARC\u6311\u6218\"\/<\/div><\/figure>\n

\u514b\u96f7\u897f \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u6559\u4f1aAI\u505aARC\u62bd\u8c61\u63a8\u7406\u9898\u7684\uff0c\u7adf\u7136\u662f\u732b\u732b\uff1f<\/p>\n

\u4f55\u607a\u660e\u56e2\u961f\u6700\u65b0\u8bba\u6587\u63d0\u51fa\u4e86NAT-ARC\uff0c\u4e00\u5957\u7eaf\u89c6\u89c9\u7684ARC\u89e3\u9898\u65b9\u6848\u3002<\/p>\n

\u5b83\u4e0d\u9760LLM\uff0c\u7528ImageNet\u4e0a\u7684\u732b\u72d7\u82b1\u8349\u505a\u9884\u8bad\u7ec3\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a\u300c\u770b\u300d\uff0c\u518d\u8fc1\u79fb\u5230\u62bd\u8c61\u683c\u5b50\u63a8\u7406\u4e0a\u3002<\/p>\n

\u7ed3\u679c\uff0cNAT-ARC\u8868\u73b0\u6700\u597d\u7684\u5355\u6a21\u578b\u5728ARC-1\u4e0a\u8dd1\u51fa\u4e8663.4%\u7684pass@2\u5206\u6570\uff0c\u96c6\u6210\u540e\u8fbe\u523070.2%\u3002<\/p>\n

\u8fd9\u662f\u7eaf\u89c6\u89c9\u65b9\u6848\u9996\u6b21\u903c\u8fd1\u4e13\u7528LLM\u7cfb\u7edf\u7684\u6c34\u5e73\u3002<\/p>\n

ARC\uff0c\u516c\u8ba4\u6700\u96be\u7684AI\u89c6\u89c9\u667a\u529b\u6d4b\u9a8c\u4e4b\u4e00\uff0c\u7ed9\u4f60\u51e0\u4e2a\u5f69\u8272\u683c\u5b50\u7684\u8f93\u5165\u8f93\u51fa\u793a\u4f8b\uff0c\u8ba9\u4f60\u63a8\u65ad\u80cc\u540e\u9690\u85cf\u7684\u53d8\u6362\u89c4\u5219\uff0c\u518d\u5e94\u7528\u5230\u65b0\u683c\u5b50\u4e0a\u3002<\/p>\n

\u8fc7\u53bb\u7684\u4e3b\u6d41\u89e3\u6cd5\u6e05\u4e00\u8272\u628a\u683c\u5b50\u7ffb\u8bd1\u6210\u6587\u5b57\u6216\u7b26\u53f7\uff0c\u4ea4\u7ed9LLM\u63a8\u7406\u3002<\/p>\n

\u8fd9\u7bc7\u8bba\u6587\u504f\u4e0d\uff0c\u751a\u81f3\u9884\u8bad\u7ec3\u9636\u6bb5\u8fdeARC\u683c\u5b50\u90fd\u6ca1\u7528\u4e0a\u3002<\/p>\n

\u6a21\u578b\u770b\u771f\u5b9e\u4e16\u754c\u5b66\u6765\u7684\u89c6\u89c9\u80fd\u529b\uff0c\u5c31\u6c34\u7075\u7075\u5730\u8fc1\u79fb\u5230\u4e86\u5b8c\u5168\u62bd\u8c61\u7684\u5f69\u8272\u683c\u5b50\u63a8\u7406\u4e0a\u3002<\/p>\n

ARC\u5168\u79f0Abstraction and Reasoning Corpus\uff0c\u7531Keras\u4e4b\u7236Fran\u00e7ois Chollet\u57282019\u5e74\u63d0\u51fa\u3002<\/p>\n

ARC\u91cc\u6bcf\u9053\u9898\u7684\u683c\u5f0f\u5f88\u7edf\u4e00\uff0c\u4e00\u5757\u6700\u592730\u00d730\u7684\u4e8c\u7ef4\u683c\u5b50\uff0c\u6700\u591a10\u79cd\u989c\u8272\uff0c\u9898\u76ee\u7ed92\u52305\u7ec4\u8f93\u5165\u8f93\u51fa\u793a\u4f8b\uff0c\u6311\u6218\u8005\u9700\u8981\u4ece\u793a\u4f8b\u4e2d\u63a8\u65ad\u51fa\u9690\u85cf\u7684\u53d8\u6362\u89c4\u5219\uff0c\u518d\u628a\u8fd9\u6761\u89c4\u5219\u5e94\u7528\u5230\u4e00\u4e2a\u5168\u65b0\u7684\u8f93\u5165\u683c\u5b50\u4e0a\uff0c\u9884\u6d4b\u5b83\u7684\u8f93\u51fa\u3002<\/p>\n

\u8fd9\u4e9b\u95ee\u9898\u542c\u8d77\u6765\u50cf\u770b\u56fe\u627e\u89c4\u5f8b\u7684\u513f\u7ae5\u667a\u529b\u9898\uff0c\u4f46ARC\u5bf9AI\u6765\u8bf4\u6781\u96be\u3002<\/p>\n

\u4e00\u65b9\u9762\uff0c\u6bcf\u9053\u9898\u7684\u53d8\u5316\u89c4\u5219\u90fd\u4e0d\u4e00\u6837\uff0c\u6ca1\u6709\u56fa\u5b9a\u6a21\u677f\u53ef\u80cc\u3002<\/p>\n

\u8fd8\u6709\u5c31\u662f\u6570\u636e\u91cf\u6781\u5c11\uff0c\u4e24\u4e09\u4e2a\u793a\u4f8b\u5c31\u8981\u5f52\u7eb3\u51fa\u62bd\u8c61\u89c4\u5219\uff0c\u5e76\u4e14\u7cbe\u786e\u6267\u884c\u3002<\/p>\n

\u8fd9\u79cd\u7ec4\u5408\u8ba9ARC\u6210\u4e86\u6d4b\u91cfAI\u62bd\u8c61\u63a8\u7406\u80fd\u529b\u7684\u6807\u6746\u3002<\/p>\n

\u76ee\u524dARC\u8d5b\u9053\u4e0a\u5360\u636e\u7edf\u6cbb\u5730\u4f4d\u7684\u51e0\u4e4e\u5168\u662f\u5927\u8bed\u8a00\u6a21\u578b\u65b9\u6848\uff0c\u8fd9\u4e9b\u65b9\u6848\u7684\u5171\u540c\u601d\u8def\u90fd\u662f\u628a\u683c\u5b50\u7ffb\u8bd1\u6210\u6587\u672c\u6216\u7b26\u53f7\u5e8f\u5217\uff0c\u4ea4\u7ed9\u8bed\u8a00\u6a21\u578b\u5904\u7406\u3002<\/p>\n

\u89c6\u89c9\u8def\u7ebf\u540e\u6765\u624d\u5f00\u59cb\u5d1b\u8d77\u3002<\/p>\n

\u4e00\u6279\u7814\u7a76\u8005\u8d70\u4e86\u4e00\u6761\u5b8c\u5168\u4e0d\u540c\u7684\u8def\uff0c\u4ed6\u4eec\u4e0d\u628a\u683c\u5b50\u7ffb\u8bd1\u6210\u6587\u5b57\uff0c\u6539\u6210\u4e86\u7528\u89c6\u89c9\u6a21\u578b\u76f4\u63a5\u5904\u7406\u683c\u5b50\u56fe\u50cf\u3002<\/p>\n

\u5176\u4e2d\u6700\u91cd\u8981\u7684\u4e00\u6b65\u6765\u81ea\u540c\u4e00\u4e2aMIT\u56e2\u961f\u63d0\u51fa\u7684VARC\uff0c\u8fd9\u4e2a\u65b9\u6cd5\u628aARC\u91cd\u65b0\u5b9a\u4e49\u4e3a\u6761\u4ef6\u56fe\u751f\u56fe\u7ffb\u8bd1\u4efb\u52a1\uff0c\u752819M\u53c2\u6570\u7684\u89c6\u89c9\u6a21\u578b\u8dd1\u523054%\u3002<\/p>\n

LoopViT\u5728\u8fd9\u4e2a\u6846\u67b6\u4e0a\u52a0\u5165\u5faa\u73af\u63a8\u7406\u673a\u5236\uff0c18M\u53c2\u6570\u8fbe\u523065.8%\u3002<\/p>\n

Loop-OWM\u7528\u89c6\u9891\u9884\u8bad\u7ec3\u6a21\u578b\u505afew-shot\uff0c10.6M\u53c2\u6570\u8fbe\u523068.5%\u3002<\/p>\n

\u8fd9\u4e9b\u6a21\u578b\u7684\u53c2\u6570\u91cf\u6bd4LLM\u65b9\u6848\u5c0f\u4e86\u51e0\u4e2a\u6570\u91cf\u7ea7\uff0c\u4f46\u6548\u679c\u5df2\u7ecf\u5f00\u59cb\u8ffd\u5e73\u3002<\/p>\n

\u4f46\u89c6\u89c9\u8def\u7ebf\u4f9d\u7136\u6709\u4e00\u4e2a\u7ed3\u6784\u6027\u77ed\u677f\u3002<\/p>\n

LLM\u4e4b\u6240\u4ee5\u80fd\u5728ARC\u4e0a\u8d8a\u505a\u8d8a\u597d\uff0c\u6838\u5fc3\u539f\u56e0\u4e4b\u4e00\u662f\u5b83\u4eec\u901a\u8fc7\u6d77\u91cf\u8bed\u6599\u9884\u8bad\u7ec3\uff0c\u79ef\u7d2f\u4e0b\u4e86\u901a\u7528\u80fd\u529b\uff0c\u6a21\u578b\u8d8a\u5927\u3001\u9884\u8bad\u7ec3\u8d8a\u5145\u5206\uff0c\u5728\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684scaling\u5c31\u8d8a\u660e\u663e\u3002<\/p>\n

\u800c\u591a\u6570\u89c6\u89c9ARC\u65b9\u6848\u7684\u6a21\u578b\u4ece\u968f\u673a\u521d\u59cb\u5316\u5f00\u59cb\u8bad\u7ec3\uff0c\u6ca1\u6709\u5403\u5230\u9884\u8bad\u7ec3\u7684\u7ea2\u5229\u3002<\/p>\n

\u5728\u6b64\u57fa\u7840\u4e0a\uff0cNAT-ARC\u7684\u76ee\u6807\u5c31\u662f\u7ed9\u89c6\u89c9\u8def\u7ebf\u8865\u4e0a\u9884\u8bad\u7ec3\u8fd9\u4e00\u6b65\uff0c\u8bd5\u7740\u6253\u901a\u5b83\u7684scaling\u74f6\u9888\u3002<\/p>\n

NAT-ARC\u7684\u6838\u5fc3\u601d\u8def\uff0c\u662f\u5728VARC\u7684\u89c6\u89c9\u6d41\u7a0b\u524d\u9762\u63d2\u5165\u4e00\u6b65ImageNet MAE\u9884\u8bad\u7ec3\u3002<\/p>\n

MAE\uff0cMasked Autoencoder\uff0c\u662f\u4f55\u607a\u660e\u5728FAIR\u65f6\u671f2022\u5e74\u63d0\u51fa\u7684\u81ea\u76d1\u7763\u89c6\u89c9\u9884\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n

\u5176\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u662f\u628a\u4e00\u5f20\u56fe\u7247\u906e\u4f4f\u5927\u90e8\u5206\u533a\u57df\uff0c\u8ba9\u6a21\u578b\u4ece\u5269\u4e0b\u7684\u788e\u7247\u91cc\u628a\u539f\u56fe\u590d\u539f\u51fa\u6765\u3002<\/p>\n

\u901a\u8fc7\u8fd9\u4e2a\u4efb\u52a1\uff0c\u6a21\u578b\u5c31\u53ef\u4ee5\u7406\u89e3\u7269\u4f53\u7684\u5f62\u72b6\u3001\u7ed3\u6784\u548c\u7a7a\u95f4\u5173\u7cfb\u3002<\/p>\n

NAT-ARC\u7684\u505a\u6cd5\u662f\u628aMAE\u5728ImageNet\uff08\u5305\u542b\u7ea6130\u4e07\u5f20\u732b\u72d7\u82b1\u8349\u7b49\u81ea\u7136\u56fe\u50cf\u7684\u6570\u636e\u96c6\uff09\u4e0a\u8bad\u51fa\u6765\u7684encoder\u6743\u91cd\u76f4\u63a5\u62ff\u6765\u521d\u59cb\u5316\u89c6\u89c9\u7f16\u7801\u5668\uff0cdecoder\u5219\u4ece\u968f\u673a\u521d\u59cb\u5316\u5f00\u59cb\u8bad\u7ec3\u3002<\/p>\n

\u6574\u4e2a\u6d41\u7a0b\u5206\u4e09\u6b65\u3002<\/p>\n

\u5fae\u8c03\u9636\u6bb5\uff0c\u6bcf\u9053\u9898\u53ea\u67092\u52305\u7ec4\u793a\u8303\u5bf9\uff0c\u6a21\u578b\u7528\u8fd9\u51e0\u7ec4\u793a\u8303\u8bd5\u56fe\u4ece\u4e2d\u201c\u5b66\u4f1a\u201d\u8fd9\u9053\u9898\u7684\u89c4\u5219\u3002<\/p>\n

\u6709\u4e2a\u7ec6\u8282\u503c\u5f97\u6ce8\u610f\uff0cNAT-ARC\u76f4\u63a5\u7528\u4e86MAE\u7684\u516c\u5f00checkpoint\uff0c\u6ca1\u6709\u989d\u5916\u82b1\u4e00\u5206\u94b1\u9884\u8bad\u7ec3\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u8fd9\u4e2acheckpoint\u539f\u672c\u662f\u4e3a\u66f4\u5927\u5c3a\u5bf8\u7684ImageNet\u56fe\u7247\u8bbe\u8ba1\u7684\uff0c\u800cARC\u683c\u5b50\u53ea\u670964\u00d764\u50cf\u7d20\uff0c\u5c3a\u5bf8\u5dee\u5f02\u5f88\u5927\u3002<\/p>\n

\u4e3a\u4e86\u9002\u914d\uff0cNAT-ARC\u4e22\u5f03\u4e86\u539f\u59cb\u7684patch embedding\u548c\u4f4d\u7f6e\u7f16\u7801\uff0c\u53ea\u4fdd\u7559backbone\u6743\u91cd\uff0c\u6362\u62102D RoPE\u4f5c\u4e3a\u4f4d\u7f6e\u7f16\u7801\u3002<\/p>\n

\u7b80\u5355\u8bf4\uff0cNAT-ARC\u53ea\u4fdd\u7559\u4e86MAE\u5728ImageNet\u4e0a\u5b66\u5230\u7684\u89c6\u89c9\u7279\u5f81\u63d0\u53d6\u80fd\u529b\uff0c\u800c\u628a\u4e0eImageNet\u56fe\u50cf\u5c3a\u5bf8\u7ed1\u5b9a\u7684\u7a7a\u95f4\u611f\u77e5\u90e8\u5206\u5168\u90e8\u4e22\u6389\uff0c\u7528\u66f4\u7075\u6d3b\u7684\u65b9\u5f0f\u91cd\u65b0\u5b66\u4e60\u3002<\/p>\n

\u4f46\u4e3a\u4ec0\u4e48\u770b\u732b\u72d7\u7167\u7247\u5b66\u5230\u7684\u4e1c\u897f\uff0c\u80fd\u5e2e\u5230\u62bd\u8c61\u683c\u5b50\u63a8\u7406\uff1f<\/p>\n

\u8bba\u6587\u7528\u6ce8\u610f\u529b\u53ef\u89c6\u5316\u7ed9\u51fa\u4e86\u4e00\u6761\u7ebf\u7d22\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u628a\u4e09\u79cd\u521d\u59cb\u5316\u65b9\u5f0f\uff08\u65e0\u9884\u8bad\u7ec3\u3001ImageNet MAE\u9884\u8bad\u7ec3\u548cARC\u98ce\u683c\u683c\u5b50MAE\u9884\u8bad\u7ec3\uff09\u7684\u6a21\u578b\u653e\u5728\u540c\u4e00\u9053ARC\u9898\u524d\uff0c\u89c2\u5bdf\u5b83\u4eec\u5728\u8fd8\u6ca1\u5f00\u59cb\u8bad\u7ec3ARC\u4e4b\u524d\u7684\u6ce8\u610f\u529b\u5206\u5e03\u3002<\/p>\n

\u7ed3\u679c\u5f88\u660e\u663e\uff0c\u968f\u673a\u521d\u59cb\u5316\u7684\u6a21\u578b\u6ce8\u610f\u529b\u5747\u5300\u5206\u6563\uff0c\u6beb\u65e0\u91cd\u70b9\uff1b\u800cImageNet\u9884\u8bad\u7ec3\u8fc7\u7684\u6a21\u578b\u5df2\u7ecf\u80fd\u533a\u5206\u524d\u666f\u548c\u80cc\u666f\uff0c\u6ce8\u610f\u529b\u81ea\u52a8\u805a\u7126\u5230\u683c\u5b50\u4e2d\u6709\u610f\u4e49\u7684\u56fe\u6848\u533a\u57df\u4e0a\u3002<\/p>\n

\u8fd9\u4e2a\u6a21\u578b\u4ece\u6765\u6ca1\u89c1\u8fc7ARC\u683c\u5b50\uff0c\u5b83\u5728ImageNet\u4e0a\u5b66\u5230\u7684\u300c\u628a\u7269\u4f53\u4ece\u80cc\u666f\u91cc\u8ba4\u51fa\u6765\u300d\u7684\u80fd\u529b\uff0c\u5728ARC\u683c\u5b50\u4e0a\u5929\u7136\u751f\u6548\u4e86\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u8fdb\u4e00\u6b65\u505a\u4e86\u4efb\u52a1\u7ea7\u62c6\u89e3\u3002<\/p>\n

\u4ed6\u4eec\u7b5b\u51fa\u4e8615\u9053\u9884\u8bad\u7ec3\u540e\u663e\u8457\u63d0\u5347\u7684ARC\u9898\u76ee\uff0c\u624b\u52a8\u6807\u6ce8\u540e\u53d1\u73b0\u8fd9\u4e9b\u9898\u96c6\u4e2d\u5728\u4e24\u7c7b\u4efb\u52a1\u4e0a\u3002<\/p>\n

\u5176\u4e2d6\u9053\u5c5e\u4e8ematch-and-copy\uff0c\u6a21\u578b\u9700\u8981\u8bc6\u522b\u51fa\u5339\u914d\u7684\u5bf9\u8c61\u3001\u989c\u8272\u6216\u56fe\u6848\uff0c\u518d\u628a\u5bf9\u5e94\u7684\u7ed3\u6784\u590d\u5236\u5230\u8f93\u51fa\u4e2d\uff1b<\/p>\n

\u53e6\u59166\u9053\u5c5e\u4e8econnected-component reasoning\uff0c\u6a21\u578b\u9700\u8981\u8bc6\u522b\u3001\u586b\u5145\u6216\u91cd\u65b0\u7740\u8272\u7a7a\u95f4\u4e0a\u8fde\u901a\u7684\u533a\u57df\u3002<\/p>\n

\u8fd9\u4e24\u7c7b\u80fd\u529b\u6070\u597d\u5bf9\u5e94\u81ea\u7136\u56fe\u50cf\u91cc\u7684\u89c6\u89c9\u5148\u9a8c\u3002<\/p>\n

\u5728ImageNet\u4e0a\u770b\u732b\u5b66\u5230\u7684\u300c\u628a\u732b\u4ece\u8349\u5730\u80cc\u666f\u91cc\u5206\u51fa\u6765\u300d\uff0c\u5230\u4e86ARC\u91cc\u53d8\u6210\u4e86\u300c\u628a\u8fd9\u5757\u8fde\u901a\u7684\u5f69\u8272\u533a\u57df\u4ece\u683c\u5b50\u91cc\u8ba4\u51fa\u6765\u300d\u3002<\/p>\n

\u89c6\u89c9\u4e16\u754c\u548c\u62bd\u8c61\u4e16\u754c\u7684\u5e95\u5c42\u903b\u8f91\uff0c\u5728\u7269\u4f53\u5206\u7ec4\u3001\u56fe\u6848\u5339\u914d\u3001\u533a\u57df\u5206\u5272\u8fd9\u4e9b\u64cd\u4f5c\u4e0a\uff0c\u539f\u6765\u5171\u4eab\u540c\u4e00\u5957\u8868\u5f81\u3002<\/p>\n

NAT-ARC\u6700\u7ec8\u5728ARC-1\u4e0a\u7684\u6210\u7ee9\u5982\u4e0b\u3002<\/p>\n

\u8868\u73b0\u6700\u597d\u7684\u5355\u6a21\u578b\u91c7\u7528huge\u5c3a\u5ea6\uff0c\u53c2\u6570\u91cf0.6B\uff0cpass@2\u6210\u7ee9\u8fbe\u523063.4\u00b10.7%\u3002<\/p>\n

\u96c6\u6210\u65f6\uff0c\u7814\u7a76\u4eba\u5458\u628a\u4e09\u79cd\u4e0d\u540c\u9884\u8bad\u7ec3\u7b56\u7565\uff08\u65e0\u9884\u8bad\u7ec3\u3001ImageNet MAE\u9884\u8bad\u7ec3\u3001ARC\u98ce\u683c\u683c\u5b50MAE\u9884\u8bad\u7ec3\uff09\u5206\u522b\u8bad\u51fa\u7684\u6a21\u578b\u6c60\u5316\u5728\u4e00\u8d77\u505a\u591a\u6570\u6295\u7968\uff0c\u62ff\u523070.2\u00b10.6% pass@2\uff0c\u603b\u53c2\u6570\u91cf\u7ea62B\u3002<\/p>\n

\u4f5c\u4e3a\u53c2\u7167\uff0c\u4e13\u95e8\u9488\u5bf9ARC\u5fae\u8c03\u7684The ARChitects\u62ff\u523071.6%\uff0c\u7528\u7684\u662f8B\u7684\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n

\u89c6\u89c9\u8def\u7ebf\u7528\u56db\u5206\u4e4b\u4e00\u7684\u53c2\u6570\u91cf\uff0c\u6253\u5230\u4e86\u4e13\u7528LLM\u7cfb\u7edf\u7684\u57ce\u4e0b\u3002<\/p>\n

\u6570\u5b57\u4e4b\u5916\uff0c\u8fd9\u7bc7\u8bba\u6587\u6700\u91cd\u8981\u7684\u4e00\u4e2a\u53d1\u73b0\uff0c\u5c31\u662f\u9884\u8bad\u7ec3\u6253\u901a\u4e86\u89c6\u89c9\u8def\u7ebf\u7684scaling\u74f6\u9888\u3002<\/p>\n

\u6ca1\u6709\u9884\u8bad\u7ec3\u65f6\uff0c\u6a21\u578b\u8d8a\u5927\u6548\u679c\u53cd\u800c\u8d8a\u5dee\uff1b\u52a0\u4e0a\u9884\u8bad\u7ec3\u540e\uff0cscaling\u624d\u5f00\u59cb\u4ee3\u7406\u6b63\u6536\u76ca\u3002<\/p>\n

\u5148\u770b\u8bad\u7ec3\u66f2\u7ebf\u3002\u5728\u79bb\u7ebf\u8bad\u7ec3\u9636\u6bb5\uff0c\u7528\u4e86ImageNet\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u6536\u655b\u901f\u5ea6\u660e\u663e\u66f4\u5feb\uff0c\u5728base\u3001large\u3001huge\u4e09\u4e2a\u5c3a\u5ea6\u4e0a\u90fd\u662f\u5982\u6b64\uff0c\u6700\u7ec8\u7cbe\u5ea6\u4e5f\u66f4\u9ad8\u3002<\/p>\n

\u4f46\u6700\u6709\u610f\u601d\u7684\u53d1\u73b0\u85cf\u5728scaling\u66f2\u7ebf\u91cc\u3002<\/p>\n

\u6ca1\u6709\u9884\u8bad\u7ec3\u65f6\uff0c\u6a21\u578b\u4ecebase\u5230large\u6027\u80fd\u8fd8\u80fd\u6da8\uff0c\u4f46\u4ecelarge\u5230huge\u53cd\u800c\u6389\u70b9\u4e86\u3002<\/p>\n

\u6a21\u578b\u53d8\u5927\uff0c\u6548\u679c\u53d8\u5dee\uff0c\u8fd9\u5728\u6df1\u5ea6\u5b66\u4e60\u91cc\u4e0d\u662f\u5e38\u89c1\u73b0\u8c61\uff0c\u8bf4\u660eARC\u8fd9\u4e2a\u4efb\u52a1\u7684\u6570\u636e\u91cf\u5b9e\u5728\u592a\u5c11\uff0c\u6a21\u578b\u5bb9\u91cf\u589e\u957f\u5e26\u6765\u7684\u4e0d\u662f\u66f4\u5f3a\u7684\u6cdb\u5316\u800c\u662f\u8fc7\u62df\u5408\u3002<\/p>\n

\u800c\u52a0\u4e0aImageNet\u9884\u8bad\u7ec3\u540e\uff0cscaling\u66f2\u7ebf\u53d8\u5f97\u5065\u5eb7\u4e86\uff0cbase\u3001large\u3001huge\u4e09\u4e2a\u5c3a\u5ea6\u4e00\u8def\u5411\u4e0a\uff0c\u6a21\u578b\u8d8a\u5927\u6548\u679c\u8d8a\u597d\u3002<\/p>\n

\u8bba\u6587\u91cc\u6700\u9177\u7684\u4e00\u4e2a\u5b9e\u9a8c\u662f\u4e00\u4e2a\u53ef\u89c6\u5316\u9a8c\u8bc1\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u8bad\u4e86\u4e00\u4e2aautoencoder\uff0c\u628aImageNet\u56fe\u50cf\u6620\u5c04\u5230\u4e00\u4e2a60\u00d760\u300110\u79cd\u989c\u8272\u7684\u79bb\u6563\u683c\u5b50\u8868\u793a\u4e0a\uff0c\u76f8\u5f53\u4e8e\u628a\u4e00\u5f20\u732b\u7247\u300c\u7ffb\u8bd1\u300d\u6210\u4e86ARC\u683c\u5b50\u3002<\/p>\n

\u7136\u540e\uff0c\u4ed6\u4eec\u7528NAT-ARC\u5bf9\u8fd9\u4e2a\u683c\u5b50\u6267\u884cARC\u53d8\u6362\uff0c\u65cb\u8f6c180\u00b0\u3001\u52a0\u4e00\u5708\u84dd\u8272\u8fb9\u6846\uff0c\u518d\u89e3\u7801\u56de\u50cf\u7d20\u3002<\/p>\n

\u7ed3\u679c\uff0c\u732b\u786e\u5b9e\u88ab\u8f6c\u4e86\uff0c\u8fb9\u6846\u4e5f\u786e\u5b9e\u52a0\u4e0a\u4e86\u3002\u8fd9\u4e2a\u4ece\u732b\u732b\u91cc\u8bad\u7ec3\u51fa\u7684\u6a21\u578b\uff0c\u53c8\u5728\u4efb\u52a1\u91cc\u56de\u5230\u4e86\u732b\u732b\u4e4b\u4e2d\u3002<\/p>\n

\u8fd9\u4e2a\u5b9e\u9a8c\u628a\u300c\u81ea\u7136\u56fe\u50cf\u548cARC\u683c\u5b50\u5171\u4eab\u540c\u4e00\u5957\u8868\u5f81\u7a7a\u95f4\u300d\u4ece\u7edf\u8ba1\u6570\u5b57\u53d8\u6210\u4e86\u53ef\u89c6\u5316\u8bc1\u636e\u3002<\/p>\n

\u5728ARC\u683c\u5b50\u4e0a\u5b66\u4f1a\u7684\u53d8\u6362\u89c4\u5219\uff0c\u53ef\u4ee5\u76f4\u63a5\u5e94\u7528\u5230\u81ea\u7136\u56fe\u50cf\u7684\u6f5c\u5728\u8868\u793a\u4e0a\uff0c\u53cd\u8fc7\u6765\u4e5f\u4e00\u6837\u3002<\/p>\n

\u62bd\u8c61\u89c4\u5219\u548c\u89c6\u89c9\u8868\u5f81\u4e4b\u95f4\u7684\u8fde\u63a5\uff0c\u662f\u8fd9\u4e24\u4e2a\u4e16\u754c\u672c\u6765\u5c31\u6709\u7684\u3002<\/p>\n

\u8bba\u6587\u4e00\u4f5cXiaoman Delores Ding\uff0cMIT CSAIL\u6210\u5458\uff0c\u6765\u81ea\u4f55\u607a\u660e\u7ec4\u3002<\/p>\n

\u5979\u540c\u65f6\u4e5f\u662fVARC\u7684\u4e00\u4f5c\uff0c\u8fd9\u7bc7NAT-ARC\u76f8\u5f53\u4e8e\u5728\u81ea\u5df1\u4e0a\u4e00\u7bc7\u5de5\u4f5c\u7684\u57fa\u7840\u4e0a\u7ee7\u7eed\u5f80\u524d\u63a8\u3002<\/p>\n

\u5176\u4f59\u4f5c\u8005\u5305\u62ec\u80e1\u73c2\u96c5\uff08Keya Hu\uff09\uff0c\u662f\u4f55\u607a\u660e\u9996\u6279\u5973\u5f1f\u5b50\u4e4b\u4e00\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u3002<\/p>\n

\u8fd8\u6709Katelyn Gan\u548cVictor Yin\uff0c\u540c\u6837\u6765\u81eaMIT\uff0c\u4e24\u4eba\u90fd\u662f\u672c\u79d1\u751f\uff0c\u4e14\u5747\u5728CSAIL\u62c5\u4efbstudent researcher\u3002<\/p>\n

\u901a\u8baf\u4f5c\u8005\u4f55\u607a\u660e\u4e0d\u5fc5\u591a\u8bf4\uff0c\u4ed6\u662fResNet\u548cMAE\u7684\u4f5c\u8005\uff0c\u4ece\u8fd9\u4e24\u4e2a\u5de5\u4f5c\u51e0\u4e4e\u53ef\u4ee5\u4e32\u8d77\u8fd1\u5341\u5e74\u89c6\u89c9AI\u7684\u4e3b\u7ebf\u3002<\/p>\n

\u4ed6\u4ece\u8fdb\u5165MIT\u540e\u6301\u7eed\u4ea7\u51fa\u89c6\u89c9\u57fa\u7840\u5de5\u4f5c\uff0c\u8fd9\u7bc7\u8bba\u6587\u7528\u7684\u6b63\u662f\u4ed6\u81ea\u5df1\u56db\u5e74\u524d\u63d0\u51fa\u7684MAE\u4f5c\u4e3a\u9884\u8bad\u7ec3\u5de5\u5177\uff0c\u7b49\u4e8e\u7528\u81ea\u5df1\u7684\u65e7\u6b66\u5668\u6253\u901a\u4e86\u4e00\u6761\u65b0\u8def\u3002<\/p>\n

VARC\u5df2\u88abCVPR 2026\u63a5\u6536\uff0cNAT-ARC\u662f\u5b83\u7684\u76f4\u63a5\u540e\u7eed\u3002<\/p>\n

\u8fd9\u4e2a\u56e2\u961f\u8fde\u7eed\u4e24\u7bc7\u8bba\u6587\u575a\u6301\u7eaf\u89c6\u89c9\u8def\u7ebf\u89e3ARC\uff0c\u5728LLM\u5927\u884c\u5176\u9053\u7684\u8d5b\u9053\u4e0a\uff0c\u5b83\u4eec\u6b63\u5728\u7528\u5b9e\u9a8c\u6570\u636e\u4e0d\u65ad\u7a81\u7834\u89c6\u89c9\u8def\u7ebf\u7684\u5929\u82b1\u677f\u3002<\/p>\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/eccv.ecva.net\/virtual\/2026\/poster\/5527<\/p>\n

\n

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

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\u514b\u96f7\u897f \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u6559\u4f1aAI\u505aARC\u62bd\u8c61\u63a8\u7406\u9898\u7684\uff0c\u7adf\u7136\u662f\u732b\u732b\uff1f<\/p>\n

\u4f55\u607a\u660e\u56e2\u961f\u6700\u65b0\u8bba\u6587\u63d0\u51fa\u4e86NAT-ARC\uff0c\u4e00\u5957\u7eaf\u89c6\u89c9\u7684ARC\u89e3\u9898\u65b9\u6848\u3002<\/p>\n

\u5b83\u4e0d\u9760LLM\uff0c\u7528ImageNet\u4e0a\u7684\u732b\u72d7\u82b1\u8349\u505a\u9884\u8bad\u7ec3\uff0c\u8ba9\u6a21\u578b\u5b66\u4f1a\u300c\u770b\u300d\uff0c\u518d\u8fc1\u79fb\u5230\u62bd\u8c61\u683c\u5b50\u63a8\u7406\u4e0a\u3002<\/p>\n

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