{"id":36481,"date":"2025-01-12T08:00:28","date_gmt":"2025-01-12T00:00:28","guid":{"rendered":"https:\/\/17aitech.com\/?p=36481"},"modified":"2025-01-12T08:00:28","modified_gmt":"2025-01-12T00:00:28","slug":"neurips-2024%ef%bd%9c%e6%b5%99%e5%a4%a7-%e5%be%ae%e4%bf%a1-%e6%b8%85%e5%8d%8e%ef%bc%9a%e5%bd%bb%e5%ba%95%e8%a7%a3%e5%86%b3%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e5%8f%8d%e6%bc%94%e9%97%ae","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36481","title":{"rendered":"NeurIPS 2024\uff5c\u6d59\u5927 &amp; \u5fae\u4fe1 &amp; \u6e05\u534e\uff1a\u5f7b\u5e95\u89e3\u51b3\u6269\u6563\u6a21\u578b\u53cd\u6f14\u95ee\u9898"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-02-2\" target=\"_blank\">NeurIPS 2024\uff5c\u6d59\u5927 &amp; \u5fae\u4fe1 &amp; \u6e05\u534e\uff1a\u5f7b\u5e95\u89e3\u51b3\u6269\u6563\u6a21\u578b\u53cd\u6f14\u95ee\u9898<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b3d68926804408391b9e618c374797a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b3d68926804408391b9e618c374797a5.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u7bc7\u8bba\u6587\u5df2\u7ecf\u88abNeurIPS 2024\u63a5\u6536\u3002\u7b2c\u4e00\u4f5c\u8005\u738b\u65b9\u61ff\u5eb7\u662f\u5fae\u4fe1\u89c6\u89c9\u56e2\u961f\u5b9e\u4e60\u751f\uff0c\u540c\u65f6\u4e5f\u662f\u6d59\u6c5f\u5927\u5b66\u4e00\u5e74\u7ea7\u7855\u58eb\u7814\u7a76\u751f\u3002\u5171\u540c\u4e00\u4f5c\u662f\u5fae\u4fe1\u9ad8\u7ea7\u7814\u7a76\u5458Hubery\u3002\u901a\u8baf\u4f5c\u8005\u662f\u6d59\u6c5f\u5927\u5b66\u52a9\u7406\u6559\u6388\u5f20\u8d85\u3002\u5176\u4ed6\u4f5c\u8005\u5305\u62ec\u6765\u81ea\u6e05\u534e\u5927\u5b66\u7684\u8463\u73a5\u6c5f\uff0c\u6765\u81ea\u6d59\u6c5f\u5927\u5b66\u7684\u6731\u80e1\u65fb\u660a\uff0c\u8d75\u6db5\u658c\u52a9\u7406\u6559\u6388\u548c\u94b1\u5fbd\u6559\u6388\uff0c\u4ee5\u53ca\u5fae\u4fe1\u57fa\u7840\u89c6\u89c9\u548c\u89c6\u89c9\u751f\u6210\u6280\u672f\u8d1f\u8d23\u4eba\u674e\u741b\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u968f\u7740\u6269\u6563\u751f\u6210\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u4eba\u5de5\u667a\u80fd\u6b65\u5165\u4e86\u5c5e\u4e8e AIGC \u7684\u65b0\u7eaa\u5143\u3002\u6269\u6563\u751f\u6210\u6a21\u578b\u53ef\u4ee5\u5bf9\u521d\u59cb\u9ad8\u65af\u566a\u58f0\u8fdb\u884c\u9010\u6b65\u53bb\u566a\u800c\u5f97\u5230\u9ad8\u8d28\u91cf\u7684\u91c7\u6837\u3002\u5f53\u524d\uff0c\u8bb8\u591a\u5e94\u7528\u90fd\u6d89\u53ca\u6269\u6563\u6a21\u578b\u7684\u53cd\u6f14\uff0c\u5373\u627e\u5230\u4e00\u4e2a\u751f\u6210\u6837\u672c\u5bf9\u5e94\u7684\u521d\u59cb\u566a\u58f0\u3002\u5f53\u524d\u7684\u91c7\u6837\u5668\u4e0d\u80fd\u517c\u987e\u53cd\u6f14\u7684\u51c6\u786e\u6027\u548c\u91c7\u6837\u7684\u8d28\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u5f7b\u5e95\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5fae\u4fe1\u89c6\u89c9\u56e2\u961f\u4e0e\u6d59\u6c5f\u5927\u5b66\u548c\u6e05\u534e\u5927\u5b66\u8054\u624b\u63d0\u51fa\u4e86\u57fa\u4e8e\u53cc\u5411\u663e\u5f0f\u7ebf\u6027\u591a\u6b65\u6cd5\u7684\u6269\u6563\u6a21\u578b\u7cbe\u786e\u53cd\u6f14\u91c7\u6837\u5668\uff08BELM\uff09\u8fd9\u4e00\u901a\u7528\u7b97\u6cd5\uff0c\u5e76\u901a\u8fc7\u622a\u65ad\u8bef\u5dee\u5206\u6790\u786e\u5b9a\u4e86\u6700\u4f18\u7684 BELM \u91c7\u6837\u5668\u7cfb\u6570\u3002\u6b64\u65b9\u6cd5\u5728\u786e\u4fdd\u7cbe\u786e\u53cd\u6f14\u7684\u540c\u65f6\u8fd8\u63d0\u5347\u4e86\u751f\u6210\u6837\u672c\u7684\u8d28\u91cf\uff0c\u5728\u56fe\u50cf\u4e0e\u89c6\u9891\u7684\u7f16\u8f91\u3001\u63d2\u503c\u7b49\u4e0b\u6e38\u4efb\u52a1\u4e2d\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002\u8fd9\u4e00\u7814\u7a76\u6210\u679c\u5df2\u88ab NeurIPS 2024 \u4f1a\u8bae\u63a5\u6536\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u524d\uff0c\u6269\u6563\u6a21\u578b\u5728\u56fe\u50cf\u751f\u6210\u3001\u6587\u5b57\u751f\u6210\u3001\u97f3\u9891\u751f\u6210\u7b49\u591a\u4e2a\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\uff0c\u8868\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u6027\u80fd\u3002\u6269\u6563\u6a21\u578b\u7684\u53cd\u6f14\u64cd\u4f5c\uff0c\u5373\u627e\u5230\u4e00\u4e2a\u751f\u6210\u6837\u672c\u5bf9\u5e94\u7684\u521d\u59cb\u566a\u58f0\uff0c\u5bf9\u82e5\u5e72\u4e0b\u6e38\u4efb\u52a1\u8d77\u5230\u5173\u952e\u7684\u4f5c\u7528\u3002\u4f20\u7edf\u7684 DDIM \u53cd\u6f14\u4f1a\u9020\u6210\u4e25\u91cd\u7684\u4e0d\u4e00\u81f4\u95ee\u9898\uff0c\u5373\u539f\u59cb\u56fe\u7247\u52a0\u566a\u518d\u53bb\u566a\u7684\u7ed3\u679c\u4e0e\u539f\u56fe\u76f8\u5dee\u751a\u8fdc\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u671f\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86\u591a\u79cd\u542f\u53d1\u5f0f\u7684\u7cbe\u786e\u53cd\u6f14\u91c7\u6837\u5668\u6765\u89e3\u51b3 DDIM \u53cd\u6f14\u7684\u4e0d\u4e00\u81f4\u95ee\u9898\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u542f\u53d1\u5f0f\u7684\u7cbe\u786e\u53cd\u6f14\u91c7\u6837\u5668\u7684\u7406\u8bba\u7279\u6027\u5c1a\u4e0d\u660e\u786e\uff0c\u4e14\u91c7\u6837\u8d28\u91cf\u5e38\u5e38\u4e0d\u5c3d\u5982\u4eba\u610f\uff0c\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u9650\u5236\u4e86\u5b83\u4eec\u7684\u5e94\u7528\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u672c\u7814\u7a76\u5f15\u5165\u4e86\u4e00\u79cd\u901a\u7528\u7684\u7cbe\u786e\u53cd\u6f14\u91c7\u6837\u5668\u8303\u5f0f \u2014\u2014 \u53cc\u5411\u663e\u5f0f\u7ebf\u6027\u591a\u6b65\uff08BELM\uff09\u91c7\u6837\u5668\uff0c\u8be5\u8303\u5f0f\u5305\u542b\u4e86\u4e0a\u6587\u63d0\u5230\u7684\u542f\u53d1\u5f0f\u7cbe\u786e\u53cd\u6f14\u91c7\u6837\u5668\u3002\u8be5\u56e2\u961f\u5728 BELM \u8303\u5f0f\u5185\u7cfb\u7edf\u5730\u7814\u7a76\u4e86\u5c40\u90e8\u622a\u65ad\u8bef\u5dee\uff08LTE\uff09\uff0c\u53d1\u73b0\u73b0\u6709\u7684\u7cbe\u786e\u53cd\u6f14\u91c7\u6837\u5668\u7684 LTE \u5e76\u975e\u6700\u4f18\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u901a\u8fc7 LTE \u6700\u5c0f\u5316\u65b9\u6cd5\u63d0\u51fa\u4e86\u6700\u4f18\u7684 BELM\uff08Optimal-BELM\uff0cO-BELM\uff09\u91c7\u6837\u5668\u3002\u5b9e\u9a8c\u8868\u660e\uff0cO-BELM \u91c7\u6837\u5668\u5728\u5b9e\u73b0\u7cbe\u786e\u53cd\u6f14\u7684\u540c\u65f6\uff0c\u4e5f\u63d0\u5347\u4e86\u91c7\u6837\u7684\u8d28\u91cf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d0bbcaf09d3b4c311c5b24c76e7609b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d0bbcaf09d3b4c311c5b24c76e7609b8.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u9898\u76ee\uff1aBELM: Bidirectional Explicit Linear Multi-step Sampler for Exact Inversion in Diffusion Models<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2410.07273<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/zituitui\/BELM<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u80cc\u666f\uff1aDDIM \u53cd\u6f14\u9020\u6210\u7684\u4e0d\u4e00\u81f4\u95ee\u9898<\/strong><\/section>\n<section><\/section>\n<section>\u7531\u4e8e DDIM \u7684\u6b63\u5411\u8fc7\u7a0b\u548c\u53cd\u6f14\u8fc7\u7a0b\u4f7f\u7528\u7684\u8fed\u4ee3\u5f0f\u5e76\u4e0d\u76f8\u540c\uff0c\u6240\u4ee5 DDIM \u7684\u53cd\u6f14\u91cd\u6784\u6837\u672c\u4e0e\u521d\u59cb\u7684\u6837\u672c\u5b58\u5728\u8f83\u5927\u5dee\u522b\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0cDDIM \u7684\u53cd\u6f14\u6709\u663e\u8457\u7684\u4e0d\u4e00\u81f4\u95ee\u9898\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9b202467249410e24dfe85788a0f67e0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9b202467249410e24dfe85788a0f67e0.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-883dd5f7341ba67458cfc01a8d825315.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-883dd5f7341ba67458cfc01a8d825315.png\"><\/a><\/section>\n<section><strong>\u73b0\u6709\u7cbe\u786e\u53cd\u6f14\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section><strong>Null-text-inversion<\/strong><\/section>\n<section><\/section>\n<section>\u4ee5 Null-tex-inversion \u4e3a\u4ee3\u8868\u7684\u65b9\u6cd5\u5bf9 unconditional \u5360\u4f4d\u7b26\u8fdb\u884c fine-tune\uff0c\u4ee5\u8fbe\u5230\u7cbe\u786e\u53cd\u6f14\u3002<\/section>\n<section><\/section>\n<section>\u95ee\u9898\uff1a\u8fd9\u7c7b\u65b9\u6cd5\u5c40\u9650\u4e8e text-classifier-free-guidance \u573a\u666f\u4e0b\u7684\u6269\u6563\u6a21\u578b\uff1b\u9700\u8981\u989d\u5916\u8bad\u7ec3\uff0c\u4f4e\u6548\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-051a96415e4c31dcaeb3b8b1decb1002.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-051a96415e4c31dcaeb3b8b1decb1002.png\"><\/a><\/section>\n<section><strong>EDICT<\/strong><\/section>\n<section><\/section>\n<section>EDICT \u662f\u57fa\u4e8e DDIM \u7684\u542f\u53d1\u5f0f\u7b97\u6cd5\uff0c\u501f\u9274\u4e86\u53ef\u9006\u7f51\u7edc\u7684\u505a\u6cd5\uff0c\u6709\u4e24\u4e2a\u76f8\u4e92\u7cc5\u5408\u7684\u91c7\u6837\u94fe\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1500cc9ab8d17ca84abb34d0f7d6e49c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1500cc9ab8d17ca84abb34d0f7d6e49c.png\"><\/a><\/section>\n<section>\u5176\u9006\u8fc7\u7a0b\u5982\u4e0b\uff0c\u7cbe\u786e\u53ef\u9006\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e6eae6e6a01d27d552c4efaa4510c9e1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e6eae6e6a01d27d552c4efaa4510c9e1.png\"><\/a><\/section>\n<section>\u95ee\u9898\uff1a\u9700\u8981\u4e24\u500d\u8ba1\u7b97\u91cf\uff1b\u8d85\u53c2\u6570 p \u4e0d\u9c81\u68d2\uff0c\u5bfc\u81f4\u91c7\u6837\u8d28\u91cf\u4e0d\u53ef\u63a7\u3002<\/section>\n<section><\/section>\n<section><strong>BDIA<\/strong><\/section>\n<section><\/section>\n<section>BDIA \u6539\u8fdb\u4e86 EDICT\uff0c\u4f7f\u7528 x_i \u7684\u901f\u5ea6\uff0cx_i \u548c x_{i+1} \u7684\u4f4d\u7f6e\uff0c\u901a\u8fc7\u4e0b\u8ff0\u516c\u5f0f\u5b9e\u73b0\u7cbe\u786e\u53ef\u9006\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d7b6458d3a7359185eae8c0781b7c3f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d7b6458d3a7359185eae8c0781b7c3f3.png\"><\/a><\/section>\n<section>\u95ee\u9898\uff1a\u8d85\u53c2\u6570 gamma \u4e0d\u9c81\u68d2\uff0c\u5bfc\u81f4\u91c7\u6837\u8d28\u91cf\u4e0d\u4f73\u3002<\/section>\n<section><\/section>\n<section><strong>EDICT \u548c BDIA \u53c2\u6570\u7684\u4e0d\u9c81\u68d2\uff1a<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>EDICT \u548c BDIA \u8d85\u53c2\u6570\u7684\u610f\u4e49\u4e0d\u660e\uff0c\u6ca1\u6709\u7406\u8bba\u6307\u5bfc\u5982\u4f55\u8c03\u6574\uff0c\u5bfc\u81f4\u4e0d\u540c\u60c5\u5f62\u4e0b\u8d85\u53c2\u6570\u7684\u9009\u62e9\u5dee\u522b\u5de8\u5927\u3002\u4f7f\u7528\u8d77\u6765\u6781\u4e3a\u4e0d\u4fbf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e22966eae9889fcb414d83aab2dcb4ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e22966eae9889fcb414d83aab2dcb4ef.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-471db62c4e5d1413709d5fcb38b003c7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-471db62c4e5d1413709d5fcb38b003c7.png\"><\/a><\/section>\n<section><strong>\u53cc\u5411\u663e\u5f0f\u7ebf\u6027\u591a\u6b65\u6cd5\uff08BELM\uff09\u6846\u67b6<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u601d\u8def\u8d77\u6e90\uff1aDDIM \u7684\u6b63\u5411\u8fc7\u7a0b\uff08\u7531\u84dd\u7ebf\u8868\u793a\uff09\u4e0e\u53cd\u6f14\u8fc7\u7a0b\uff08\u7531\u7ea2\u7ebf\u8868\u793a\uff09\u662f\u4e24\u79cd\u4e0d\u540c\u7684\u5173\u7cfb\uff0c\u8fd9\u5bfc\u81f4\u4e86 DDIM \u7684\u53cd\u6f14\u4e0d\u51c6\u786e\u3002\u5982\u679c\u5f3a\u5236\u6b63\u8fc7\u7a0b\u4e0e\u53cd\u8fc7\u7a0b\u4f7f\u7528\u76f8\u540c\u5173\u7cfb\uff0c\u53c8\u4f1a\u5f15\u5165\u9690\u5f0f\u65b9\u6cd5\uff0c\u5927\u5927\u589e\u52a0\u8ba1\u7b97\u590d\u6742\u5ea6\u3002\u5982\u679c\u591a\u5f15\u5165\u4e00\u4e2a\u70b9\uff0c\u4e0d\u7528\u9690\u5f0f\u65b9\u6cd5\u4e5f\u53ef\u9006\uff08\u7531\u7eff\u7ebf\u8868\u793a\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-13fd113c6c3e6d37bab3e3b64ee11162.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-13fd113c6c3e6d37bab3e3b64ee11162.png\"><\/a><\/section>\n<section>\u8be5\u8bba\u6587\u4e2d\u7684\u7b97\u6cd5\uff0c\u6b63\u5411\u548c\u53cd\u6f14\u8fc7\u7a0b\u90fd\u670d\u4ece\u76f8\u540c\u7684\u5173\u7cfb\uff0c\u56e0\u6b64\u80fd\u591f\u7cbe\u786e\u53cd\u6f14\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4e3a\u4e86\u7cfb\u7edf\u5730\u8bbe\u8ba1\u8fd9\u79cd\u91c7\u6837\u5668\uff0c\u9996\u5148\u8981\u5c06\u6269\u6563\u6a21\u578b\u7684\u91c7\u6837\u8fc7\u7a0b\u5efa\u6a21\u4e3a\u4e00\u4e2a IVP\uff08Initial Value Problem\uff0c\u521d\u503c\u95ee\u9898\uff09\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b6e76754b31b91ee63fc944a6e8a6436.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b6e76754b31b91ee63fc944a6e8a6436.png\"><\/a><\/section>\n<section>\u4ee5\u4e0b\u662f IVP \u7684\u4e00\u822c\u5f62\u5f0f\uff0c\u8fd9\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u53d8\u6b65\u957f\u53d8\u516c\u5f0f\u7ebf\u6027\u591a\u6b65\u65b9\u6cd5\uff08VSVFM\uff09\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6a982adcd8707504710bf181a9b491dd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6a982adcd8707504710bf181a9b491dd.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u907f\u514d\u9690\u5f0f\u65b9\u6cd5\u7684\u590d\u6742\u8ba1\u7b97\uff0c\u4e0a\u5f0f\u9700\u8981\u5728\u6b63\u5411\u548c\u53cd\u5411\u90fd\u662f\u663e\u5f0f\u7684\uff0c\u8be5\u56e2\u961f\u79f0\u8fd9\u4e00\u6027\u8d28\u4e3a\u53cc\u5411\u663e\u6027\uff08bidirectional explicit\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-849fd9abd20f66c67bdcbd08e57d4cc7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-849fd9abd20f66c67bdcbd08e57d4cc7.png\"><\/a><\/section>\n<section>\u4ee3\u5165\u53cc\u5411\u663e\u6027\u6761\u4ef6\uff0c\u53ef\u4ee5\u5f97\u5230\u4e00\u822c\u7684 k \u6b65 BELM \u91c7\u6837\u5668\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ce1e3455df9646a16fcca56562564939.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ce1e3455df9646a16fcca56562564939.png\"><\/a><\/section>\n<section>\u6700\u7b80\u5355\u7684\u5f62\u5f0f\u662f k=2\uff0c\u79f0\u4e3a 2-BELM\uff0c\u5176\u8868\u8fbe\u5f0f\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fa7cf9366646f46ffe05494bb9a311b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fa7cf9366646f46ffe05494bb9a311b9.png\"><\/a><\/section>\n<section>\u636e\u6b64\u5f88\u5bb9\u6613\u8bc1\u660e\uff0c\u4e00\u4e2a\u6ee1\u8db3\u53cc\u5411\u663e\u6027\u6027\u8d28\u7684\u7ebf\u6027\u591a\u6b65\u6cd5\u91c7\u6837\u5668\u62e5\u6709\u7cbe\u786e\u53cd\u6f14\u6027\u8d28\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7d3ad8d77ffc2b64b97e4376811f2020.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7d3ad8d77ffc2b64b97e4376811f2020.png\"><\/a><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u8fd8\u53d1\u73b0\uff0c\u524d\u6587\u63d0\u5230\u7684 EDICT \u548c BDIA \u90fd\u662f BELM \u6846\u67b6\u7684\u7279\u4f8b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d75b0434758f200de27ec01c160f2427.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d75b0434758f200de27ec01c160f2427.png\"><\/a><\/section>\n<section>\u8fd9\u4e5f\u89e3\u91ca\u4e86 EDICT \u548c BDIA \u80fd\u591f\u7cbe\u786e\u53cd\u6f14\u7684\u539f\u56e0\u3002<\/section>\n<section><\/section>\n<section><strong>\u6700\u4f18\u53cc\u5411\u663e\u5f0f\u7ebf\u6027\u591a\u6b65\uff08O-BELM\uff09\u91c7\u6837\u5668<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u5728\u63a8\u5bfc BELM \u6846\u67b6\u6682\u65f6\u6ca1\u6709\u7ed9\u51fa\u5177\u4f53\u7684\u7cfb\u6570\u9009\u62e9\uff0c\u800c\u542f\u53d1\u5f0f\u7684\u7cfb\u6570\u9009\u62e9\uff08\u5982 EDICT \u548c BDIA\uff09\u4f1a\u9020\u6210\u91c7\u6837\u8d28\u91cf\u7684\u9000\u5316\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u63d0\u51fa\u4f7f\u7528\u5c40\u90e8\u622a\u65ad\u8bef\u5dee\uff08LTE\uff09\u6765\u83b7\u53d6\u6700\u4f18\u7cfb\u6570\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\u5206\u6790 BELM \u7684\u5c40\u90e8\u622a\u65ad\u8bef\u5dee\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-77452c558f0e39f9fe7bab483a64ec13.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-77452c558f0e39f9fe7bab483a64ec13.png\"><\/a><\/section>\n<section>\u901a\u8fc7\u5bf9\u5c40\u90e8\u622a\u65ad\u8bef\u5dee\u7684\u6700\u5c0f\u5316\uff0c\u6211\u4eec\u5f97\u5230\u4e86\u6700\u4f18\u7684 BELM \u7cfb\u6570\uff0c\u6211\u4eec\u79f0\u6b64\u7cfb\u6570\u4e0b\u7684 BELM \u91c7\u6837\u5668\u4e3a\u6700\u4f18 BELM\uff08O-BELM\uff09\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b925f6c9817c5f6147dd48203f12feb7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b925f6c9817c5f6147dd48203f12feb7.png\"><\/a><\/section>\n<section>O-BELM \u7684\u6b63\u5411\u8fc7\u7a0b\u8868\u8fbe\u5f0f\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4ab94145cd24b83dd319538767b0b956.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4ab94145cd24b83dd319538767b0b956.png\"><\/a><\/section>\n<section>O-BELM \u7684\u53cd\u6f14\u8fc7\u7a0b\u8868\u8fbe\u5f0f\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ff449912b950cf3caf8d4180016120cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ff449912b950cf3caf8d4180016120cb.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u8bc1\u660e\u4e86 O-BELM \u6ee1\u8db3\u7a33\u5b9a\u6027\u548c\u5168\u5c40\u6536\u655b\u6027\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-98e01142741c8a96cda7b01753dea758.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-98e01142741c8a96cda7b01753dea758.png\"><\/a><\/section>\n<section>\u81f3\u6b64\uff0c\u53ef\u4ee5\u5bf9\u6bd4\u51e0\u79cd\u4e0d\u540c\u53cd\u6f14\u91c7\u6837\u5668\u7684\u6027\u8d28\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-14aa582b6e52277703d2af08651a1000.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-14aa582b6e52277703d2af08651a1000.png\"><\/a><\/section>\n<section>\u53ef\u89c1\uff0cO-BELM \u662f\u7b2c\u4e00\u79cd\u5728\u4e25\u683c\u7684\u7406\u8bba\u4fdd\u8bc1\u4e0b\u517c\u987e\u7cbe\u786e\u53cd\u6f14\u6027\u8d28\u548c\u91c7\u6837\u8d28\u91cf\u7684\u91c7\u6837\u5668\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u91cd\u5efa\u5b9e\u9a8c\uff08\u9a8c\u8bc1 O-BELM \u7cbe\u786e\u53cd\u6f14\u6027\u8d28\uff09<\/strong><\/section>\n<section><\/section>\n<section>latent \u7a7a\u95f4\u4e0a\u7684 O-BELM \u7684\u91cd\u5efa\u8bef\u5dee\u4e3a 0\uff0c\u8fd9\u8868\u660e O-BELM \u5177\u6709\u7cbe\u786e\u53cd\u6f14\u7684\u6027\u8d28\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-efc89ed47854c86a921b95674aebd73e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-efc89ed47854c86a921b95674aebd73e.png\"><\/a><\/section>\n<section><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9163df3f1116bfd188f6fe53a8a7e4c0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9163df3f1116bfd188f6fe53a8a7e4c0.png\"><\/a><\/strong><\/section>\n<section><strong>\u91c7\u6837\u5b9e\u9a8c\uff08\u9a8c\u8bc1 O-BELM \u7684\u9ad8\u8d28\u91cf\u91c7\u6837\u6027\u8d28\uff09<\/strong><\/section>\n<section><\/section>\n<section>\u4e0d\u8bba\u5728\u65e0\u6761\u4ef6\u751f\u6210\u8fd8\u662f\u6761\u4ef6\u751f\u6210\u4e2d\uff0cO-BELM \u90fd\u8868\u73b0\u51fa\u4e86\u9ad8\u4e8e DDIM\uff0cEDICT \u548c BDIA \u7684\u91c7\u6837\u8d28\u91cf\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-86f31a3052b0c2b13e509497c0417caa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-86f31a3052b0c2b13e509497c0417caa.png\"><\/a><\/section>\n<section><strong>\u4e0b\u6e38\u4efb\u52a1 \u2014\u2014 \u56fe\u50cf\u7f16\u8f91<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u56fe\u50cf\u7f16\u8f91\u5b9e\u9a8c\u4f53\u73b0\u4e86\uff1a<\/section>\n<section><\/section>\n<section>1. \u7531\u4e8e DDIM \u4e0d\u5177\u6709\u7cbe\u786e\u53cd\u6f14\u6027\u8d28\uff0c\u7f16\u8f91\u7684\u7ed3\u679c\u4e2d\u5b58\u5728\u4e0d\u4e00\u81f4\u95ee\u9898\uff08\u7ea2\u8272\u6846\uff09\uff1b<\/section>\n<section>2. \u7531\u4e8e EDICT \u548c BDIA \u5177\u6709\u8f83\u5927\u7684\u91c7\u6837\u8bef\u5dee\uff0c\u7f16\u8f91\u7684\u7ed3\u679c\u51fa\u73b0\u4e86\u4e0d\u771f\u5b9e\u533a\u57df\uff08\u9ec4\u8272\u6846\uff09\uff1b<\/section>\n<section>3.O-BELM \u5728\u4fdd\u6301\u56fe\u50cf\u4e00\u81f4\u7684\u6761\u4ef6\u4e0b\u5b8c\u6210\u4e86\u9ad8\u8d28\u91cf\u7684\u7f16\u8f91\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4e30c4750982792a468e2b3b5478e64d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4e30c4750982792a468e2b3b5478e64d.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9263c525ae1edd6e963ad79bc9ea1434.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9263c525ae1edd6e963ad79bc9ea1434.png\"><\/a><\/section>\n<section>\u7531\u4e8e O-BELM \u662f\u4e00\u4e2a\u91c7\u6837\u65b9\u6cd5\uff0c\u56e0\u6b64\u53ef\u4ee5\u65e0\u7f1d\u5730\u4e0e controlNet \u7ed3\u5408\uff0c\u7f16\u8f91\u6548\u679c\u4e5f\u4f18\u4e8e\u5176\u4ed6\u65b9\u6cd5\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5483f7dea5f82ce411d9faa24b6386e9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5483f7dea5f82ce411d9faa24b6386e9.png\"><\/a><\/section>\n<section><strong>\u4e0b\u6e38\u4efb\u52a1 \u2014\u2014 \u56fe\u50cf\u63d2\u503c<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u7531\u4e8e O-BELM \u7cbe\u786e\u5730\u5efa\u7acb\u4e86\u566a\u58f0\u548c\u751f\u6210\u6837\u672c\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u8fd9\u4e2a\u5173\u7cfb\u662f probability flow ODE \u7684\u8fd1\u4f3c\uff0c\u56e0\u6b64 O-BELM \u4e5f\u4f7f\u5f97\u56fe\u50cf\u63d2\u503c\u66f4\u7b26\u5408\u4eba\u7684\u76f4\u89c9\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-64a2834ef4cc848043b21c56a9ac525c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-64a2834ef4cc848043b21c56a9ac525c.png\"><\/a><\/section>\n<section><strong>\u7ed3\u8bed<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u672c\u7814\u7a76\u63d0\u51fa\u7684\u53cc\u5411\u663e\u5f0f\u7ebf\u6027\u591a\u6b65\u6cd5\u91c7\u6837\u5668\u4ece\u7406\u8bba\u4e0a\u5206\u6790\u5e76\u5f7b\u5e95\u89e3\u51b3\u4e86\u73b0\u6709\u6269\u6563\u751f\u6210\u6a21\u578b\u4e2d\u7684\u53cd\u6f14\u95ee\u9898\uff0c\u8fdb\u4e00\u6b65\u62d3\u5bbd\u4e86\u6269\u6563\u6a21\u578b\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u7684\u80fd\u529b\u8fb9\u754c\u3002\u5728\u56fe\u50cf\u548c\u89c6\u9891\u7684\u7f16\u8f91\u4efb\u52a1\u4e0a\u6709\u5de8\u5927\u7684\u5e94\u7528\u524d\u666f\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-02-2\" target=\"_blank\">NeurIPS 2024\uff5c\u6d59\u5927 &amp; \u5fae\u4fe1 &amp; \u6e05\u534e\uff1a\u5f7b\u5e95\u89e3\u51b3\u6269\u6563\u6a21\u578b\u53cd\u6f14\u95ee\u9898<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:NeurIPS 202 [&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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