{"id":36997,"date":"2025-01-22T05:01:30","date_gmt":"2025-01-21T21:01:30","guid":{"rendered":"https:\/\/17aitech.com\/?p=36997"},"modified":"2025-01-22T05:01:30","modified_gmt":"2025-01-21T21:01:30","slug":"%e5%8c%97%e5%a4%a7%e5%ad%97%e8%8a%82var%e8%8e%b7%e6%9c%80%e4%bd%b3%e8%ae%ba%e6%96%87%e3%80%81%e5%8e%a6%e5%a4%a7%e6%b8%85%e5%8d%8e%e8%8e%b7%e4%ba%9a%e5%86%9b%ef%bc%8cneurips-2024%e6%9c%80%e4%bd%b3","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36997","title":{"rendered":"\u5317\u5927\u5b57\u8282VAR\u83b7\u6700\u4f73\u8bba\u6587\u3001\u53a6\u5927\u6e05\u534e\u83b7\u4e9a\u519b\uff0cNeurIPS 2024\u6700\u4f73\u8bba\u6587\u51fa\u7089"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-04\" target=\"_blank\">\u5317\u5927\u5b57\u8282VAR\u83b7\u6700\u4f73\u8bba\u6587\u3001\u53a6\u5927\u6e05\u534e\u83b7\u4e9a\u519b\uff0cNeurIPS 2024\u6700\u4f73\u8bba\u6587\u51fa\u7089<\/a><\/p>\n<p>\u521a\u521a\uff0c\u4eba\u5de5\u667a\u80fd\u9876\u4f1a NeurIPS \u516c\u5e03\u4e86\u4eca\u5e74\u7684\u6700\u4f73\u8bba\u6587\uff08\u5305\u62ec Best Paper \u548c Best Paper Runner-up\uff0c\u5927\u4f1a\u6ce8\u518c\u8005\u53ef\u4ee5\u770b\u5230\uff09\u3002<\/p>\n<p><strong>\u4e00\u5171\u6709\u4e24\u7bc7\u8bba\u6587\u83b7\u5f97\u6700\u4f73\u8bba\u6587\u5956\uff1a<\/strong><\/p>\n<p>\u4e00\u662f\u7531\u5317\u4eac\u5927\u5b66\u3001\u5b57\u8282\u8df3\u52a8\u7814\u7a76\u8005\u5171\u540c\u5b8c\u6210\u7684\u300aVisual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction\u300b\uff08\u89c6\u89c9\u81ea\u56de\u5f52\u5efa\u6a21\uff1a\u901a\u8fc7 Next-Scale \u9884\u6d4b\u751f\u6210\u53ef\u6269\u5c55\u56fe\u50cf\uff09\uff0c\u8bba\u6587\u4e00\u4f5c\u4e3a\u7530\u67ef\u5b87\uff08\u6b64\u524d\u56e0\u6d89\u653b\u51fb\u5185\u90e8\u5927\u6a21\u578b\uff0c\u88ab\u5b57\u8282\u8d77\u8bc9\uff09\u3002\u53c2\u89c1\u673a\u5668\u4e4b\u5fc3\u62a5\u9053\u300a<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650914329&amp;idx=1&amp;sn=9e3b04dd0b4687a875ca89d47d6015f6&amp;scene=21#wechat_redirect\" target=\"_blank\">GPT \u8d85\u8d8a\u6269\u6563\u3001\u89c6\u89c9\u751f\u6210 Scaling Law \u65f6\u523b\uff01\u5317\u5927 &amp; \u5b57\u8282\u63d0\u51fa VAR \u8303\u5f0f<\/a>\u300b\u3002<\/p>\n<p>\u673a\u5668\u4e4b\u5fc3\u83b7\u6089\uff0c\u4ece 2023 \u5e74\u5f00\u59cb\uff0c\u5b57\u8282\u5546\u4e1a\u5316\u6280\u672f\u56e2\u961f\u5c31\u5728\u7814\u7a76\u56fe\u50cf\u751f\u6210\u7684\u81ea\u56de\u5f52\u6a21\u578b\uff0c\u4e00\u76f4\u5c06 VAR \u4f5c\u4e3a\u9ad8\u4f18\u9879\u76ee\u63a8\u8fdb\uff0c\u4e0d\u4ec5\u5b89\u6392\u591a\u540d\u7814\u7a76\u4eba\u5458\u91cd\u70b9\u653b\u5173\u6b64\u6280\u672f\u65b9\u5411\uff0c\u8fd8\u6295\u5165\u5927\u91cf\u7b97\u529b\u8d44\u6e90\u652f\u6301\u6a21\u578b\u8bad\u7ec3\u548c\u5b9e\u9a8c\u3002\u8be5\u56e2\u961f\u8fd1\u671f\u5c06\u53d1\u5e03\u65b0\u7684 VAR T2I \u6a21\u578b\u7814\u7a76\u6210\u679c\uff0c\u5e76\u5c06\u5bf9\u6a21\u578b\u5f00\u6e90\u3002<\/p>\n<p>\u4e8c\u662f\u7531\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u3001 Sea AI Lab \u7814\u7a76\u8005\u5171\u540c\u5b8c\u6210\u7684\u300aStochastic Taylor Derivative Estimator: Efficient amortization for arbitrary differential operators\u300b\uff08\u968f\u673a\u6cf0\u52d2\u5bfc\u6570\u4f30\u8ba1\u5668\uff1a\u4efb\u610f\u5fae\u5206\u7b97\u5b50\u7684\u6709\u6548\u644a\u9500\uff09\uff0c\u8bba\u6587\u4e00\u4f5c\u4e3a Zekun Shi\u3002<\/p>\n<p><strong>\u6b64\u5916\uff0c\u8fd8\u6709\u4e24\u7bc7\u8bba\u6587\u83b7\u5f97\u4e86\u6700\u4f73\u8bba\u6587\u4e9a\u519b\uff08Best Paper Runner-up\uff09\uff1a<\/strong><\/p>\n<p>\u7531\u53a6\u95e8\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66\u3001\u5fae\u8f6f\u7814\u7a76\u8005\u5171\u540c\u5b8c\u6210\u7684\u300aNot All Tokens Are What You Need for Pretraining\u300b\uff08\u5e76\u975e\u6240\u6709 token \u90fd\u662f\u9884\u8bad\u7ec3\u6240\u9700\u7684\uff09\uff0c Zhenghao Lin \u548c Zhibin Gou\uff08\u82df\u5fd7\u658c\uff09\u4e3a\u5171\u540c\u4e00\u4f5c\u3002<\/p>\n<p>\u7531\u82f1\u4f1f\u8fbe\u548c\u963f\u5c14\u6258\u5927\u5b66\u5171\u540c\u5b8c\u6210\u7684\u300aGuiding a Diffusion Model with a Bad Version of Itself\u300b\uff08\u4f7f\u7528\u6269\u6563\u6a21\u578b\u7684\u4e00\u4e2a\u7cdf\u7cd5\u7248\u672c\u5f15\u5bfc\u5176\u81ea\u8eab\uff09\uff0c\u8bba\u6587\u4e00\u4f5c\u4e3a Tero Karras\u3002<\/p>\n<p>NeurIPS 2024 \u5c06\u4e8e 12 \u6708 10 \u65e5\u661f\u671f\u4e8c\u81f3 12 \u6708 15 \u65e5\u661f\u671f\u65e5\u5728\u6e29\u54e5\u534e\u4e3e\u529e\u3002\u672c\u5c4a\u5171\u6536\u5230 15671 \u7bc7\u6709\u6548\u8bba\u6587\u6295\u7a3f\uff0c\u6bd4\u53bb\u5e74\u53c8\u589e\u957f\u4e86 27%\uff0c\u4f46\u6700\u7ec8\u63a5\u6536\u7387\u4f4e\u4e8e 2023 \u5e74\uff0c\u4ec5\u6709 25.8%\u3002\u6700\u4f73\u8bba\u6587\u7684\u516c\u5e03\u63d0\u524d\u5f15\u7206\u4e86\u6709\u5173\u6b64\u6b21\u5927\u4f1a\u7684\u8ba8\u8bba\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u83b7\u5956\u8bba\u6587\u7684\u8be6\u7ec6\u4fe1\u606f\uff1a<\/p>\n<p><strong>\u6700\u4f73\u8bba\u6587<\/strong><\/p>\n<p><strong>\u8bba\u6587 1\uff1aVisual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e459d29d9067cea84c3a54fc2b9e94b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e459d29d9067cea84c3a54fc2b9e94b9.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u4f5c\u8005\uff1aKeyu Tian, Yi Jiang, Zehuan Yuan, Bingyue Peng, Liwei Wang<\/p>\n<\/li>\n<li>\n<p>\u673a\u6784\uff1a\u5317\u4eac\u5927\u5b66\u3001\u5b57\u8282\u8df3\u52a8<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2404.02905<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/FoundationVision\/VAR<\/p>\n<\/li>\n<\/ul>\n<p>\u8bba\u6587\u7b80\u4ecb\uff1a\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\uff0c\u4ee5 GPT\u3001LLaMa \u7cfb\u5217\u7b49\u5927\u8bed\u8a00\u6a21\u578b\u4e3a\u4f8b\u7684 Autoregressive\uff08\u81ea\u56de\u5f52\u6a21\u578b\u5df2\u7ecf\u53d6\u5f97\u4e86\u8f83\u5927\u7684\u6210\u529f\uff0c\u5c24\u5176\u6269\u5c55\u5b9a\u5f8b\uff08Scaling Law\uff09\u548c\u96f6\u6837\u672c\u4efb\u52a1\u6cdb\u5316\u80fd\u529b\uff08Zero-shot Task Generalizability\uff09\u5341\u5206\u4eae\u773c\uff0c\u521d\u6b65\u5c55\u793a\u51fa\u901a\u5f80\u300c\u901a\u7528\u4eba\u5de5\u667a\u80fd AGI\u300d\u7684\u6f5c\u529b\u3002<\/p>\n<p>\u7136\u800c\u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\u4e2d\uff0c\u81ea\u56de\u5f52\u6a21\u578b\u5374\u5e7f\u6cdb\u843d\u540e\u4e8e\u6269\u6563\uff08Diffusion\uff09\u6a21\u578b\uff1aDALL-E\u3001Stable Diffusion\u3001Sora \u7b49\u6a21\u578b\u5747\u5c5e\u4e8e Diffusion \u5bb6\u65cf\u3002<\/p>\n<p>\u4e3a\u4e86\u300c\u89e3\u9501\u300d\u81ea\u56de\u5f52\u6a21\u578b\u7684\u80fd\u529b\u548c Scaling Laws\uff0c\u7814\u7a76\u56e2\u961f\u4ece\u56fe\u50cf\u6a21\u6001\u5185\u5728\u672c\u8d28\u51fa\u53d1\uff0c\u6a21\u4eff\u4eba\u7c7b\u5904\u7406\u56fe\u50cf\u7684\u903b\u8f91\u987a\u5e8f\uff0c\u63d0\u51fa\u4e00\u5957\u5168\u65b0\u7684\u300c\u89c6\u89c9\u81ea\u56de\u5f52\u300d\u751f\u6210\u8303\u5f0f\uff1aVAR, Visual AutoRegressive Modeling\uff0c\u9996\u6b21\u4f7f\u5f97 GPT \u98ce\u683c\u7684\u81ea\u56de\u5f52\u89c6\u89c9\u751f\u6210\uff0c\u5728\u6548\u679c\u3001\u901f\u5ea6\u3001Scaling \u80fd\u529b\u591a\u65b9\u9762\u8d85\u8d8a Diffusion\uff0c\u8fce\u6765\u4e86\u89c6\u89c9\u751f\u6210\u9886\u57df\u7684 Scaling Laws\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2b38a8c1b97b8ecedd5ec53680a61890.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2b38a8c1b97b8ecedd5ec53680a61890.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-33cff630f044e9ede048fa5230e80da8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-33cff630f044e9ede048fa5230e80da8.png\"><\/a><\/p>\n<p>VAR \u4e3a\u5982\u4f55\u5b9a\u4e49\u56fe\u50cf\u7684\u81ea\u56de\u5f52\u987a\u5e8f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u89c6\u89d2\uff0c\u5373\u7531\u7c97\u5230\u7ec6\u3001\u7531\u5168\u5c40\u8f6e\u5ed3\u5230\u5c40\u90e8\u7cbe\u8c03\u7684\u987a\u5e8f\u3002\u5728\u7b26\u5408\u76f4\u89c9\u7684\u540c\u65f6\uff0c\u8fd9\u6837\u7684\u81ea\u56de\u5f52\u7b97\u6cd5\u5e26\u6765\u4e86\u5f88\u597d\u7684\u6548\u679c\uff1aVAR \u663e\u8457\u63d0\u5347\u4e86\u81ea\u56de\u5f52\u6a21\u578b\u7684\u901f\u5ea6\u548c\u751f\u6210\u8d28\u91cf\uff0c\u5728\u591a\u65b9\u9762\u4f7f\u5f97\u81ea\u56de\u5f52\u6a21\u578b\u9996\u6b21\u8d85\u8d8a\u6269\u6563\u6a21\u578b\u3002\u540c\u65f6 VAR \u5c55\u73b0\u51fa\u7c7b\u4f3c LLM \u7684 Scaling Laws \u548c\u96f6\u6837\u672c\u4efb\u52a1\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-04aa35f86417fe8262fabd023eb1524a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-04aa35f86417fe8262fabd023eb1524a.png\"><\/a><\/p>\n<p><strong>\u8bba\u6587 2\uff1aStochastic Taylor Derivative Estimator: Efficient amortization for arbitrary differential operators<\/strong><\/p>\n<p><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-007c8cd7341acb465a6898ec192476db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-007c8cd7341acb465a6898ec192476db.png\"><\/a><\/strong><\/p>\n<ul>\n<li>\n<p>\u4f5c\u8005\uff1aZekun Shi, Zheyuan Hu, Min Lin, Kenji Kawaguchi<\/p>\n<\/li>\n<li>\n<p>\u673a\u6784\uff1a\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u3001 Sea AI Lab<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2412.00088<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/sail-sg\/stde<\/p>\n<\/li>\n<\/ul>\n<p>\u8bba\u6587\u7b80\u4ecb\uff1a\u4f7f\u7528\u5305\u542b\u9ad8\u7ef4\u548c\u9ad8\u9636\u5fae\u5206\u7b97\u5b50\u7684\u635f\u5931\u51fd\u6570\u6765\u4f18\u5316\u795e\u7ecf\u7f51\u7edc\u662f\u975e\u5e38\u6602\u8d35\u7684\uff0c\u56e0\u4e3a\u53cd\u5411\u4f20\u64ad\u4e2d\u5bfc\u6570\u5f20\u91cf\u7684\u5927\u5c0f\u6309<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cc548dad5dec97b8df03366d6b244ac9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cc548dad5dec97b8df03366d6b244ac9.png\"><\/a>\u7f29\u653e\uff0c\u8ba1\u7b97\u56fe\u4e2d\u7684\u8ba1\u7b97\u6309<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dcffa53570962df808cd7fcc0fd985fd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-dcffa53570962df808cd7fcc0fd985fd.png\"><\/a>\u7f29\u653e\uff0c\u5176\u4e2d\uff0cd \u662f\u57df\u7684\u7ef4\u5ea6\uff0cL \u662f\u524d\u5411\u8ba1\u7b97\u56fe\u4e2d\u64cd\u4f5c\u7684\u6570\u91cf\uff0ck \u662f\u5bfc\u6570\u7684\u9636\u6570\u3002<\/p>\n<p>\u5728\u4e4b\u524d\u7684\u7814\u7a76\u4e2d\uff0cd \u4e2d\u591a\u9879\u5f0f\u7f29\u653e\u662f\u901a\u8fc7\u968f\u673a\u5316\u5728\u4f18\u5316\u8fc7\u7a0b\u4e2d\u5e73\u644a\u8ba1\u7b97\u6765\u89e3\u51b3\u7684\u3002\u53e6\u5916\uff0c\u5355\u53d8\u91cf\u51fd\u6570\uff08d = 1\uff09\u4e2d k \u7684\u6307\u6570\u7f29\u653e\u901a\u8fc7\u9ad8\u9636\u81ea\u52a8\u5fae\u5206\uff08AD\uff09\u89e3\u51b3\u3002<\/p>\n<p>\u672c\u7814\u7a76\u5c55\u793a\u4e86\u5982\u4f55\u901a\u8fc7\u6b63\u786e\u6784\u9020\u5355\u53d8\u91cf\u9ad8\u9636 AD \u8f93\u5165\u5207\u7ebf\uff08input tangent\uff09\uff0c\u6709\u6548\u5730\u5bf9\u591a\u5143\u51fd\u6570\u7684\u4efb\u610f\u9636\u5bfc\u6570\u5f20\u91cf\u8fdb\u884c\u4efb\u610f\u6536\u7f29\uff0c\u8fd9\u53ef\u7528\u4e8e\u6709\u6548\u5730\u968f\u673a\u5316\u4efb\u4f55\u5fae\u5206\u7b97\u5b50\u3002<\/p>\n<p>\u5f53\u5e94\u7528\u4e8e PINN\uff08 Physics-Informed Neural Networks \uff09\u65f6\uff0c\u4e0e\u4f7f\u7528\u4e00\u9636 AD \u8fdb\u884c\u968f\u673a\u5316\u76f8\u6bd4\uff0c\u672c\u6587\u65b9\u6cd5\u63d0\u4f9b\u4e86 1000 \u500d\u4ee5\u4e0a\u7684\u901f\u5ea6\u63d0\u5347\u548c 30 \u500d\u4ee5\u4e0a\u7684\u5185\u5b58\u51cf\u5c11\uff0c\u800c\u4e14\u73b0\u5728\u53ef\u4ee5\u5728\u5355\u4e2a NVIDIA A100 GPU \u4e0a\u5728 8 \u5206\u949f\u5185\u89e3\u51b3 100 \u4e07\u7ef4 PDE\u3002\u8fd9\u9879\u5de5\u4f5c\u5f00\u542f\u4e86\u5728\u5927\u89c4\u6a21\u95ee\u9898\u4e2d\u4f7f\u7528\u9ad8\u9636\u5fae\u5206\u7b97\u5b50\u7684\u53ef\u80fd\u6027\u3002<\/p>\n<p><strong>\u6700\u4f73\u8bba\u6587\u4e9a\u519b\uff08Best Paper Runner-up\uff09<\/strong><\/p>\n<p><strong>\u8bba\u6587 1\uff1aNot All Tokens Are What You Need for Pretraining<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-377e68296059a7e7c1215c9e8c3ac63e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-377e68296059a7e7c1215c9e8c3ac63e.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u4f5c\u8005\uff1aZhenghao Lin, Zhibin Gou, Yeyun Gong, Xiao Liu, yelong shen, Ruochen Xu, Chen Lin, Yujiu Yang, Jian Jiao, Nan Duan, Weizhu Chen<\/p>\n<\/li>\n<li>\n<p>\u673a\u6784\uff1a\u53a6\u95e8\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66\u3001\u5fae\u8f6f<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/openreview.net\/pdf?id=0NMzBwqaAJ<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/microsoft\/rho<\/p>\n<\/li>\n<\/ul>\n<p>\u8bba\u6587\u7b80\u4ecb\uff1a\u4ee5\u524d\u7684\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u65b9\u6cd5\u4f1a\u7edf\u4e00\u5bf9\u6240\u6709\u8bad\u7ec3 token \u5e94\u7528\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u635f\u5931\u3002<\/p>\n<p>\u4f46\u8fd9\u4e00\u8303\u5f0f\u5e76\u975e\u4e0d\u53ef\u6311\u6218\u3002\u8fd9\u7bc7\u8bba\u6587\u7684\u4f5c\u8005\u9996\u5148\u505a\u51fa\u4e86\u4e00\u4e2a\u5047\u8bbe\uff1a\u300c\u5bf9\u4e8e\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\uff0c\u5e76\u975e\u8bed\u6599\u5e93\u4e2d\u7684\u6240\u6709 token \u90fd\u540c\u7b49\u91cd\u8981\u300d\u3002<\/p>\n<p>\u7136\u540e\uff0c\u4ed6\u4eec\u5206\u6790\u4e86\u8bed\u8a00\u6a21\u578b\u7684 token \u7ea7\u8bad\u7ec3\u52a8\u6001\uff0c\u7ed3\u679c\u53d1\u73b0\u4e0d\u540c token \u6709\u7740\u4e0d\u540c\u7684\u635f\u5931\u6a21\u5f0f\u3002<\/p>\n<p>\u57fa\u4e8e\u8fd9\u4e9b\u89c1\u89e3\uff0c\u4ed6\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u6a21\u578b RHO-1\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u8bed\u8a00\u6a21\u578b\uff08\u4f1a\u5b66\u4e60\u9884\u6d4b\u8bed\u6599\u5e93\u4e2d\u7684\u6bcf\u4e00\u4e0b\u4e2a token\uff09\uff0cRHO-1 \u91c7\u7528\u4e86\u9009\u62e9\u6027\u8bed\u8a00\u5efa\u6a21\uff08SLM\uff09\uff0c\u5b83\u4f1a\u9009\u62e9\u6027\u5730\u4f7f\u7528\u4e0e\u6240\u9700\u5206\u5e03\u5bf9\u9f50\u7684\u6709\u7528 token \u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8ac1ffa7828de25c59fc0d43add0257c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8ac1ffa7828de25c59fc0d43add0257c.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a2cb867d7b82a7db2815470c76390d9e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a2cb867d7b82a7db2815470c76390d9e.png\"><\/a><\/p>\n<p>\u8be5\u65b9\u6cd5\u9700\u8981\u4f7f\u7528\u4e00\u4e2a\u53c2\u8003\u6a21\u578b\u6765\u7ed9 token \u8bc4\u5206\uff0c\u7136\u540e\u518d\u5728\u5206\u6570\u66f4\u9ad8\u7684 token \u4e0a\u4f7f\u7528\u4e00\u4e2a\u91cd\u70b9\u5173\u6ce8\u635f\u5931\uff08focused loss\uff09\u6765\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n<p>\u5728 15B OpenWebMath \u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u6301\u7eed\u9884\u8bad\u7ec3\u65f6\uff0cRHO-1 \u5728 9 \u4e2a\u6570\u5b66\u4efb\u52a1\u4e0a\u7684\u5c11\u6837\u672c\u51c6\u786e\u7387\u5b9e\u73b0\u4e86 30% \u7684\u7edd\u5bf9\u63d0\u5347\u3002\u7ecf\u8fc7\u5fae\u8c03\u540e\uff0cRHO-1-1B \u548c 7B \u5728 MATH \u6570\u636e\u96c6\u4e0a\u5206\u522b\u53d6\u5f97\u4e86 40.6% \u548c 51.8% \u7684 SOTA \u7ed3\u679c \u2014\u2014 \u4ec5\u7528 3% \u7684\u9884\u8bad\u7ec3 token \u5c31\u8fbe\u5230\u4e86 DeepSeekMath \u76f8\u5f53\u7684\u6c34\u5e73\u3002\u6b64\u5916\uff0c\u5728\u5bf9 80B \u4e2a\u901a\u7528 token \u8fdb\u884c\u6301\u7eed\u9884\u8bad\u7ec3\u65f6\uff0cRHO-1 \u5728 15 \u4e2a\u4e0d\u540c\u4efb\u52a1\u4e0a\u5b9e\u73b0\u4e86 6.8% \u7684\u5e73\u5747\u63d0\u5347\uff0c\u6570\u636e\u6548\u7387\u548c\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u7684\u6027\u80fd\u90fd\u5f97\u5230\u4e86\u63d0\u5347\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-24c05b4b4fba19e5ed1ce82e260be383.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-24c05b4b4fba19e5ed1ce82e260be383.png\"><\/a><\/p>\n<p><strong>\u8bba\u6587 2\uff1aGuiding a Diffusion Model with a Bad Version of Itself<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8e98dd2e6bd173d1b800612f8112cadf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8e98dd2e6bd173d1b800612f8112cadf.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u4f5c\u8005\uff1aTero Karras, Miika Aittala, Tuomas Kynk\u00e4\u00e4nniemi, Jaakko Lehtinen, Timo Aila, Samuli Laine<\/p>\n<\/li>\n<li>\n<p>\u673a\u6784\uff1a\u82f1\u4f1f\u8fbe\u3001\u963f\u5c14\u6258\u5927\u5b66<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2406.02507<\/p>\n<\/li>\n<\/ul>\n<p>\u8bba\u6587\u7b80\u4ecb\uff1a\u56fe\u50cf\u751f\u6210\u6269\u6563\u6a21\u578b\u5173\u6ce8\u7684\u6838\u5fc3\u662f\u56fe\u50cf\u8d28\u91cf\u3001\u7ed3\u679c\u7684\u591a\u53d8\u7a0b\u5ea6\u4ee5\u53ca\u7ed3\u679c\u4e0e\u7ed9\u5b9a\u6761\u4ef6\uff08\u4f8b\u5982\u7c7b\u6807\u7b7e\u6216\u6587\u672c\u63d0\u793a\uff09\u7684\u5bf9\u9f50\u7a0b\u5ea6\u3002<\/p>\n<p>\u5e38\u89c1\u7684\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u65b9\u6cd5\u662f\u4f7f\u7528\u65e0\u6761\u4ef6\u6a21\u578b\u6765\u5f15\u5bfc\u6761\u4ef6\u6a21\u578b\uff0c\u8fd9\u6837\u65e2\u80fd\u5b9e\u73b0\u66f4\u597d\u7684\u63d0\u793a\u8bcd\u5bf9\u9f50\uff0c\u4e5f\u80fd\u5f97\u5230\u66f4\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\uff0c\u4f46\u4ee3\u4ef7\u662f\u591a\u53d8\u7a0b\u5ea6\u4e0b\u964d\u3002<\/p>\n<p>\u8fd9\u4e9b\u6548\u679c\u4f3c\u4e4e\u672c\u8d28\u4e0a\u662f\u7ea0\u7f20\u5728\u4e00\u8d77\u7684\uff0c\u56e0\u6b64\u5f88\u96be\u63a7\u5236\u3002<\/p>\n<p>\u57fa\u4e8e\u6b64\uff0c\u8be5\u56e2\u961f\u5f97\u51fa\u4e86\u4e00\u4e2a\u4ee4\u4eba\u60ca\u8bb6\u7684\u89c2\u5bdf\u7ed3\u679c\uff1a\u901a\u8fc7\u4f7f\u7528\u8f83\u5c0f\u3001\u8bad\u7ec3\u8f83\u5c11\u7684\u6a21\u578b\u7248\u672c\uff08\u800c\u4e0d\u662f\u65e0\u6761\u4ef6\u6a21\u578b\uff09\u6765\u5f15\u5bfc\u751f\u6210\uff0c\u5c31\u53ef\u4ee5\u5728\u4e0d\u5f71\u54cd\u591a\u53d8\u7a0b\u5ea6\u7684\u60c5\u51b5\u4e0b\u83b7\u5f97\u5bf9\u56fe\u50cf\u8d28\u91cf\u7684\u63a7\u5236\u3002\u7531\u6b64\uff0c\u56fe\u50cf\u8d28\u91cf\u4e0e\u591a\u53d8\u7a0b\u5ea6\u5c31\u5206\u79bb\u4e86\u3002<\/p>\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u8fd9\u80fd\u663e\u8457\u63d0\u5347 ImageNet \u751f\u6210\u6548\u679c\u3002\u4ed6\u4eec\u4f7f\u7528\u516c\u5f00\u53ef\u7528\u7684\u7f51\u7edc\uff0c\u4e3a 64\u00d764 \u5206\u8fa8\u7387\u4e0b\u7684\u751f\u6210\u521b\u9020\u4e86 1.01 \u7684 FID \u8bb0\u5f55\uff0c\u4e3a 512\u00d7512 \u521b\u9020\u4e86 1.25 \u7684 FID \u8bb0\u5f55\u3002\u6b64\u5916\uff0c\u8be5\u65b9\u6cd5\u4e5f\u9002\u7528\u4e8e\u65e0\u6761\u4ef6\u6269\u6563\u6a21\u578b\uff0c\u53ef\u6781\u5927\u63d0\u9ad8\u5176\u8d28\u91cf\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b2a265bc0d31f9b793bf7683eb30749b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b2a265bc0d31f9b793bf7683eb30749b.png\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d79326d968274dbf2752e5553ecdaf45.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d79326d968274dbf2752e5553ecdaf45.png\"><\/a><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-04\" target=\"_blank\">\u5317\u5927\u5b57\u8282VAR\u83b7\u6700\u4f73\u8bba\u6587\u3001\u53a6\u5927\u6e05\u534e\u83b7\u4e9a\u519b\uff0cNeurIPS 2024\u6700\u4f73\u8bba\u6587\u51fa\u7089<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5317\u5927\u5b57\u8282VAR\u83b7\u6700\u4f73\u8bba [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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