{"id":40118,"date":"2025-04-14T02:02:53","date_gmt":"2025-04-13T18:02:53","guid":{"rendered":"https:\/\/17aitech.com\/?p=40118"},"modified":"2025-04-14T02:02:53","modified_gmt":"2025-04-13T18:02:53","slug":"%e6%89%a9%e6%95%a3%e6%a8%a1%e5%9e%8b%e5%a5%96%e5%8a%b1%e5%be%ae%e8%b0%83%e6%96%b0%e7%aa%81%e7%a0%b4%ef%bc%9anabla-gflownet%e8%ae%a9%e5%a4%9a%e6%a0%b7%e6%80%a7%e4%b8%8e%e6%95%88%e7%8e%87%e5%85%bc","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40118","title":{"rendered":"\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b0\u7a81\u7834\uff1aNabla-GFlowNet\u8ba9\u591a\u6837\u6027\u4e0e\u6548\u7387\u517c\u5f97"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-13\" target=\"_blank\">\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b0\u7a81\u7834\uff1aNabla-GFlowNet\u8ba9\u591a\u6837\u6027\u4e0e\u6548\u7387\u517c\u5f97<\/a><\/p>\n<section><span data-pm-slice=\"0 0 []\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad5e8adcd81a94eb01a07bf1d8fc6bea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad5e8adcd81a94eb01a07bf1d8fc6bea.png\"><\/a><\/span><\/section>\n<section><span data-pm-slice=\"0 0 []\"><strong>\u672c\u6587\u4f5c\u8005\u5218\u5733\u662f\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff08\u6df1\u5733\uff09\u6570\u636e\u79d1\u5b66\u5b66\u9662\u7684\u52a9\u7406\u6559\u6388\uff0c\u8096\u9547\u4e2d\u662f\u5fb7\u56fd\u9a6c\u514b\u601d\u666e\u6717\u514b-\u667a\u80fd\u7cfb\u7edf\u7814\u7a76\u6240\u548c\u56fe\u5bbe\u6839\u5927\u5b66\u7684\u535a\u58eb\u751f\uff0c\u5218\u5a01\u6768\u662f\u5fb7\u56fd\u9a6c\u514b\u601d\u666e\u6717\u514b-\u667a\u80fd\u7cfb\u7edf\u7814\u7a76\u6240\u7684\u7814\u7a76\u5458\uff0cYoshua Bengio \u662f\u8499\u7279\u5229\u5c14\u5927\u5b66\u548c\u52a0\u62ff\u5927 Mila \u7814\u7a76\u6240\u7684\u6559\u6388\uff0c\u5f20\u9f0e\u6000\u662f\u5fae\u8f6f\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u3002\u6b64\u8bba\u6587\u5df2\u6536\u5f55\u4e8e ICLR 2025\u3002<\/strong><\/span><\/section>\n<section><\/section>\n<section><span data-pm-slice=\"0 0 []\">\u5728\u89c6\u89c9\u751f\u6210\u9886\u57df\uff0c\u6269\u6563\u6a21\u578b\uff08Diffusion Models\uff09\u5df2\u7ecf\u6210\u4e3a\u751f\u6210\u9ad8\u8d28\u91cf\u56fe\u50cf\u3001\u89c6\u9891\u751a\u81f3\u6587\u672c\u7684\u5229\u5668\u3002\u7136\u800c\uff0c\u751f\u6210\u7ed3\u679c\u5f80\u5f80\u79bb\u6211\u4eec\u6240\u504f\u597d\u7684\u4e0d\u4e00\u81f4\uff1a\u7ed3\u679c\u4e0d\u7f8e\u89c2\uff0c\u56fe\u6587\u4e0d\u7b26\uff0c\u7b49\u7b49\u3002<\/span><\/section>\n<section><span data-pm-slice=\"0 0 []\"><br \/><\/span><\/section>\n<section><span data-pm-slice=\"0 0 []\">\u867d\u7136\u6211\u4eec\u53ef\u4ee5\u50cf\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684 RLHF\uff08\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff09\u4e00\u6837\u76f4\u63a5\u7528\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u6765\u5fae\u8c03\u6269\u6563\u6a21\u578b\uff0c\u4f46\u6536\u655b\u901f\u5ea6\u5f80\u5f80\u6162\uff1b\u800c\u57fa\u4e8e\u53ef\u5fae\u8ba1\u7b97\u56fe\u76f4\u63a5\u6700\u5927\u5316\u5956\u52b1\u51fd\u6570\u7684\u65b9\u6cd5\u53c8\u5f80\u5f80\u9677\u5165\u8fc7\u62df\u5408\u548c\u591a\u6837\u6027\u7f3a\u5931\u7684\u95ee\u9898\u3002<\/span><\/section>\n<section><span data-pm-slice=\"0 0 []\"><br \/><\/span><\/section>\n<section><span data-pm-slice=\"0 0 []\">\u6709\u6ca1\u6709\u4e00\u79cd\u65b9\u6cd5\uff0c\u65e2\u80fd\u4fdd\u7559\u751f\u6210\u6837\u672c\u7684\u591a\u6837\u6027\uff0c\u53c8\u80fd\u5feb\u901f\u5b8c\u6210\u5fae\u8c03\uff1f\u6211\u4eec\u57fa\u4e8e\u751f\u6210\u6d41\u7f51\u7edc\uff08Generative Flow Network\uff0cGFlowNet\uff09\u63d0\u51fa\u7684 Nabla-GFlowNet \u5b9e\u73b0\u4e86\u8fd9\u4e00\u901f\u5ea6\u548c\u8d28\u91cf\u95f4\u7684\u5e73\u8861\u3002<\/span><\/section>\n<section data-pm-slice=\"1 4 []\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9d7b778d1df51d8f7e47cf8e8f17cfc6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9d7b778d1df51d8f7e47cf8e8f17cfc6.png\"><\/a><\/section>\n<ul>\n<li>\n<p data-pm-slice=\"0 0 []\">\u8bba\u6587\u6807\u9898\uff1aEfficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2412.07775<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/lzzcd001\/nabla-gfn<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-59d85f9b08b5169a7d694f9d75efb6e5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-59d85f9b08b5169a7d694f9d75efb6e5.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5229\u7528 Nabla-GFlowNet \u5728 Aesthetic Score \u5956\u52b1\u51fd\u6570\uff08\u4e00\u4e2a\u7f8e\u5b66\u6307\u6807\uff09\u4e0a\u9ad8\u6548\u5fae\u8c03 Stable Diffusion \u6a21\u578b\u3002<\/sup><\/p>\n<p><strong>\u6269\u6563\u8fc7\u7a0b\u7684\u6d41\u5e73\u8861\u89c6\u89d2<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-920bb05574a4ee6caf7d3dc3959c2c9c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-920bb05574a4ee6caf7d3dc3959c2c9c.png\"><\/a><\/section>\n<p><sup>\u751f\u6210\u6d41\u7f51\u7edc GFlowNet \u793a\u610f\u56fe\u3002\u521d\u59cb\u8282\u70b9\u4e2d\u7684\u300c\u6d41\u300d\u901a\u8fc7\u5411\u4e0b\u6e38\u7684\u8f6c\u79fb\u6982\u7387\u6d41\u7ecf\u4e0d\u540c\u8282\u70b9\uff0c\u6700\u540e\u6c47\u805a\u5230\u7ec8\u7aef\u8282\u70b9\u3002\u6bcf\u4e2a\u7ec8\u7aef\u8282\u70b9\u6240\u5bf9\u5e94\u7684\u6d41\u5e94\u5339\u914d\u8be5\u7ec8\u7aef\u8282\u70b9\u5bf9\u5e94\u7684\u5956\u52b1\u3002<\/sup><\/p>\n<p>\u5728\u751f\u6210\u6d41\u7f51\u7edc\uff08Generative Flow Network, GFlowNet\uff09\u7684\u6846\u67b6\u4e0b\uff0c\u6269\u6563\u6a21\u578b\u7684\u751f\u6210\u8fc7\u7a0b\u53ef\u4ee5\u89c6\u4e3a\u4e00\u4e2a\u300c\u6c34\u6d41\u4ece\u6e90\u5934\u6d41\u5411\u7ec8\u70b9\u300d\u7684\u52a8\u6001\u7cfb\u7edf\uff1a<\/p>\n<ul>\n<li>\n<section>\u4ece\u6807\u51c6\u9ad8\u65af\u5206\u5e03\u91c7\u6837\u7684\u566a\u58f0\u56fe\u50cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-05ed210faecedb343021ac7455425162.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-05ed210faecedb343021ac7455425162.png\"><\/a>\u4f5c\u4e3a\u521d\u59cb\u72b6\u6001\uff0c\u5176\u300c\u6d41\u91cf\u300d\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4237f88252e5c718738c7e4c90b019be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4237f88252e5c718738c7e4c90b019be.png\"><\/a>\uff1b<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u53bb\u566a\u8fc7\u7a0b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6a31b81aeaedec4a54ab56ced4c454fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6a31b81aeaedec4a54ab56ced4c454fe.png\"><\/a>\u00a0\u5982\u540c\u5206\u914d\u6c34\u6d41\u7684\u7ba1\u9053\u7f51\u7edc\uff0c\u628a\u6bcf\u4e00\u4e2a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e97c6c30bbf5a7f64a9ec624c27b608e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e97c6c30bbf5a7f64a9ec624c27b608e.png\"><\/a>\u8282\u70b9\u7684\u6c34\u6d41\u5206\u914d\u7ed9\u4e0b\u6e38\u6bcf\u4e00\u4e2a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6399373b5e5a8eab8af4c725bf65cc53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6399373b5e5a8eab8af4c725bf65cc53.png\"><\/a>\u8282\u70b9\uff1b<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u800c\u52a0\u566a\u8fc7\u7a0b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7e52cc9bf9c11c6018fe4c055b131437.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7e52cc9bf9c11c6018fe4c055b131437.png\"><\/a>\u5219\u53ef\u4ee5\u56de\u6eaf\u6bcf\u4e00\u4e2a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-13b1784e2c6060bfb17fa0f69dacea92.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-13b1784e2c6060bfb17fa0f69dacea92.png\"><\/a>\u7684\u6c34\u6d41\u6765\u81ea\u54ea\u91cc\uff1b<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<ul>\n<li>\n<section>\u6700\u7ec8\u751f\u6210\u7684\u56fe\u50cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-91d93fc963e7140d2a4f1989f350da38.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-91d93fc963e7140d2a4f1989f350da38.png\"><\/a>\u5c06\u7d2f\u79ef\u603b\u6d41\u91cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1dbb4ba29771f9273c1f8714e7d6c1db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1dbb4ba29771f9273c1f8714e7d6c1db.png\"><\/a>\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1076f157e5481a46513cf5faa93beb8e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1076f157e5481a46513cf5faa93beb8e.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u6269\u6563\u6a21\u578b\u793a\u610f\u56fe<\/sup><\/p>\n<p><strong>\u6d41\u68af\u5ea6\u5e73\u8861\u6761\u4ef6<\/strong><\/p>\n<p>\u5728 GFlowNet \u6846\u67b6\u4e0b\uff0c\u524d\u540e\u5411\u6c34\u6d41\u9700\u8981\u6ee1\u8db3\u4e00\u5b9a\u7684\u5e73\u8861\u6761\u4ef6\u3002\u6211\u4eec\u901a\u8fc7\u63a8\u5bfc\u63d0\u51fa\u6211\u4eec\u79f0\u4e3a Nabla-DB \u7684\u5e73\u8861\u6761\u4ef6\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-05f1b06a640f6a93541d8bd6c524424f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-05f1b06a640f6a93541d8bd6c524424f.png\"><\/a><\/section>\n<p>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a53106b7dca33902206e9a2b72539d53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a53106b7dca33902206e9a2b72539d53.png\"><\/a>\u662f\u6b8b\u5dee\u53bb\u566a\u8fc7\u7a0b\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1d40c69e62640760ce6169eb0d0d4320.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1d40c69e62640760ce6169eb0d0d4320.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-116bdaed230ef1151b35480bffd8a852.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-116bdaed230ef1151b35480bffd8a852.png\"><\/a>\u5206\u522b\u662f\u5fae\u8c03\u6a21\u578b\u548c\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u53bb\u566a\u8fc7\u7a0b\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3d812838061aae3842a46ab9606a3971.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3d812838061aae3842a46ab9606a3971.png\"><\/a>\u662f\u8fd9\u4e2a\u6b8b\u5dee\u8fc7\u7a0b\u5bf9\u5e94\u7684\u5bf9\u6570\u6d41\u51fd\u6570\u3002<\/p>\n<p>\u8fd9\u4e2a\u6b8b\u5dee\u53bb\u566a\u8fc7\u7a0b\u5e94\u8be5\u6ee1\u8db3<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-eadcf82da4c9801b301a62b473620ad4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-eadcf82da4c9801b301a62b473620ad4.png\"><\/a>\uff0c\u5176\u4e2d \u03b2 \u63a7\u5236\u5fae\u8c03\u6a21\u578b\u5728\u5956\u52b1\u51fd\u6570\u548c\u9884\u8bad\u7ec3\u6a21\u578b\u4e4b\u95f4\u7684\u5e73\u8861\u3002\u5982\u679c \u03b2 \u4e3a\u96f6\uff0c\u90a3\u4e48\u6b8b\u5dee\u8fc7\u7a0b\u4e3a\u96f6\uff0c\u4e5f\u5c31\u662f\u5fae\u8c03\u7f51\u7edc\u7b49\u4e8e\u9884\u8bad\u7ec3\u7f51\u7edc\u3002<\/p>\n<p>\u7a0d\u4f5c\u53d8\u6362\uff0c\u5c31\u53ef\u4ee5\u5f97\u5230\u6211\u4eec\u63d0\u51fa\u7684 Nabla-GFlowNet \u5bf9\u5e94\u7684\u635f\u5931\u51fd\u6570 Residual Nabla-DB\uff08\u5176\u4e2d sg \u4e3a stop-gradient \u64cd\u4f5c\uff09\uff1a<\/p>\n<section>\u524d\u5411\u5339\u914d\u635f\u5931\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b214dff1f63b69abc7942273e566e5f4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b214dff1f63b69abc7942273e566e5f4.png\"><\/a><\/section>\n<section>\u540e\u5411\u5339\u914d\u635f\u5931\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b26b4ce7f36827364a0f4bf597dc707d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b26b4ce7f36827364a0f4bf597dc707d.png\"><\/a><\/section>\n<section>\u7ec8\u7aef\u5339\u914d\u635f\u5931\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ff488ff4816e39c6ac069562793d49ea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ff488ff4816e39c6ac069562793d49ea.png\"><\/a><\/section>\n<p><strong>\u5bf9\u6570\u6d41\u68af\u5ea6\u53c2\u6570\u5316\u8bbe\u8ba1<\/strong><\/p>\n<p>\u4e0a\u8ff0\u635f\u5931\u51fd\u6570\u9700\u8981\u7528\u4e00\u4e2a\u989d\u5916\u7684\u7f51\u7edc\u4f30\u8ba1<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4bed5b57b315c4682e114ce8248a9999.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4bed5b57b315c4682e114ce8248a9999.png\"><\/a>\uff0c\u4f46\u6211\u4eec\u89c2\u5bdf\u5230\uff1a\u5982\u679c\u6211\u4eec\u5bf9<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3223ef1cba834eac3b4fbe8421f60695.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3223ef1cba834eac3b4fbe8421f60695.png\"><\/a> \u505a\u5355\u6b65\u9884\u6d4b\u5f97\u5230\u4e0d\u51c6\u786e\u7684\u53bb\u566a\u7ed3\u679c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f37e55fda1053689c175bf72f473c4bb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f37e55fda1053689c175bf72f473c4bb.png\"><\/a>\uff0c\u90a3\u4e48<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3316dda17d5a61991d47775b1aa28f74.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3316dda17d5a61991d47775b1aa28f74.png\"><\/a>\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u4f30\u8ba1\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4b22e7ecec80b76651dfbde94ac2c845.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4b22e7ecec80b76651dfbde94ac2c845.png\"><\/a>\u662f\u4e00\u4e2a\u6743\u91cd\u5e38\u6570\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u5982\u4e0b\u53c2\u6570\u5316\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f8a041900ff3e04a031d6be6b63921c7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f8a041900ff3e04a031d6be6b63921c7.png\"><\/a><\/section>\n<p>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e5c240111af2acdc38f85523becdbb23.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e5c240111af2acdc38f85523becdbb23.png\"><\/a>\u662f\u7528 U-Net \u53c2\u6570\u5316\u7684\u6b8b\u5dee\u68af\u5ea6\uff0c\u800c\u5355\u6b65\u53bb\u566a\u4f30\u8ba1\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-c678e39595b1a2c95f7972b6a5e36be6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-c678e39595b1a2c95f7972b6a5e36be6.png\"><\/a>\uff08<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad9b1a3b203e887be4a062270e64b437.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad9b1a3b203e887be4a062270e64b437.png\"><\/a>\u662f\u6269\u6563\u6a21\u578b\u03b5-\u9884\u6d4b\u53c2\u6570\u5316\u7684\u7f51\u7edc\uff09\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d19444b8964b7c03c8663d4b20b7bf88.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d19444b8964b7c03c8663d4b20b7bf88.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u65b9\u6cd5\u793a\u610f\u56fe\u3002\u6bcf\u6761\u91c7\u6837\u8def\u5f84\u7684\u6bcf\u4e2a\u8f6c\u79fb\u5bf9<\/sup><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7b1cebc5465e8e761ce830117924ccc6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7b1cebc5465e8e761ce830117924ccc6.png\"><\/a><sup>\u4e2d\u6bcf\u5f20\u56fe\u7684\u4e0a\u4e0b\u4e24\u4e2a\u300c\u529b\u300d\u9700\u8981\u76f8\u4e92\u5e73\u8861\u3002<\/sup><\/p>\n<p><strong>\u76f4\u89c2\u89e3\u91ca<\/strong><\/p>\n<p>\u5982\u679c\u6211\u4eec\u53ea\u8ba1\u7b97<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f55679c21eb577e7708e3e27c6249a60.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f55679c21eb577e7708e3e27c6249a60.png\"><\/a>\u8fd9\u4e00\u8f6c\u79fb\u5bf9\u7684\u524d\u5411\u5339\u914d\u635f\u5931\u5bf9\u6269\u6563\u6a21\u578b\u53c2\u6570\u7684\u68af\u5ea6\uff0c\u6211\u4eec\u6709\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-593330489de8c94e96a873ae3c41c04c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-593330489de8c94e96a873ae3c41c04c.png\"><\/a><\/section>\n<p>\u5176\u4e2d\u7b2c\u4e00\u9879\u662f\u57fa\u4e8e\u5185\u79ef\u7684\u5339\u914d\u5ea6\u51fd\u6570\uff08\u6b8b\u5dee\u6269\u6563\u6a21\u578b\u4e0e\u5956\u52b1\u68af\u5ea6\u4f30\u8ba1\u4e4b\u95f4\u7684\u5339\u914d\uff09\uff0c\u7b2c\u4e8c\u9879\u662f\u8ba9\u5fae\u8c03\u6a21\u578b\u8d8b\u8fd1\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6b63\u5219\u5316\u3002<\/p>\n<p><strong>\u4f2a\u4ee3\u7801\u5b9e\u73b0<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-468d77d1f08d126cdfd3fc0e472bdfb5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-468d77d1f08d126cdfd3fc0e472bdfb5.png\"><\/a><\/section>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u6211\u4eec\u5206\u522b\u7528\u4ee5\u4e0b\u5956\u52b1\u51fd\u6570\u5fae\u8c03 Stable Diffusion \u7f51\u7edc\uff1a<\/p>\n<ul>\n<li>\n<section>Aesthetic Score\uff0c\u4e00\u4e2a\u5728 Laion Aesthetic \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u7f8e\u5b66\u8bc4\u4f30\u5956\u52b1\u51fd\u6570\uff1b<\/section>\n<\/li>\n<li>\n<section>HPSv2 \u548c ImageReward\uff0c\u8861\u91cf\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u7684\u5956\u52b1\u51fd\u6570\u3002<\/section>\n<\/li>\n<\/ul>\n<p>\u5b9a\u6027\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u901a\u8fc7 Nabla-GFlowNet \u5fae\u8c03\uff0c\u6211\u4eec\u53ef\u4ee5\u5feb\u901f\u5f97\u5230\u5956\u52b1\u66f4\u9ad8\u4f46\u907f\u514d\u8fc7\u62df\u5408\u7684\u751f\u6210\u56fe\u50cf\u3002<\/p>\n<p>ReFL \u548c DRaFT \u7b49\u76f4\u63a5\u5956\u52b1\u4f18\u5316\u7684\u65b9\u6cd5\u867d\u7136\u6536\u655b\u901f\u5ea6\u5feb\uff0c\u4f46\u5f88\u5feb\u4f1a\u9677\u5165\u8fc7\u62df\u5408\uff1b\u800c DDPO \u8fd9\u4e00\u57fa\u4e8e\u4f20\u7edf\u7b56\u7565\u68af\u5ea6\u7684\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\u65b9\u6cd5\u7531\u4e8e\u6ca1\u6709\u7406\u7531\u68af\u5ea6\u4fe1\u606f\uff0c\u5fae\u8c03\u901f\u5ea6\u663e\u8457\u52a3\u4e8e\u5176\u4ed6\u65b9\u6cd5\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u6211\u4eec\u7684\u5b9a\u91cf\u5b9e\u9a8c\u8868\u660e\uff0c\u6211\u4eec\u7684 Nabla-GFlowNet \u53ef\u4ee5\u66f4\u597d\u4fdd\u6301\u751f\u6210\u6837\u672c\u7684\u591a\u6837\u6027\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cb5b1d7824f1502293cabe5b7bd5c9cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cb5b1d7824f1502293cabe5b7bd5c9cd.png\"><\/a><\/section>\n<p><sup>Aesthetic Score \u5956\u52b1\u51fd\u6570\u4e0a\u7684\u5fae\u8c03\u7ed3\u679c\uff08\u5fae\u8c03 200 \u6b65\uff0c\u53d6\u56fe\u7247\u8d28\u91cf\u4e0d\u574d\u584c\u7684\u6700\u597d\u6a21\u578b\uff09\u3002Nabla-GFlowNet\uff08\u5bf9\u5e94 Residual Nabla-DB \u635f\u5931\u51fd\u6570\uff09\u65b9\u6cd5\u5fae\u8c03\u7684\u7f51\u7edc\u53ef\u4ee5\u751f\u6210\u5e73\u5747\u5956\u52b1\u66f4\u9ad8\u4e14\u4e0d\u5931\u81ea\u7136\u7684\u751f\u6210\u56fe\u7247\u3002<\/sup><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-057680fb051326d96c0086920750e0c4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-057680fb051326d96c0086920750e0c4.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u76f8\u8f83\u4e8e ReFL\uff0cDRaFT \u7b49\u76f4\u63a5\u5956\u52b1\u4f18\u5316\u7684\u65b9\u6cd5\uff0cNabla-GFlowNet \u66f4\u96be\u9677\u5165\u8fc7\u62df\u5408\u3002<\/sup><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4c964eafcc49295badb86fd39d27dccd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4c964eafcc49295badb86fd39d27dccd.png\"><\/a><\/section>\n<p><sup>Aesthetic Score \u5956\u52b1\u51fd\u6570\u4e0a\u7684\u5b9a\u91cf\u7ed3\u679c Nabla-GFlowNet \u5728\u5956\u52b1\u6536\u655b\u5feb\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u66f4\u9ad8\u7684 DreamSim \u591a\u6837\u6027\u6307\u6807\uff08\u8d8a\u9ad8\u4ee3\u8868\u591a\u6837\u6027\u8d8a\u597d\uff09\u548c\u66f4\u4f4e\u7684 FID \u5206\u6570\uff08\u8d8a\u4f4e\u4ee3\u8868\u8d8a\u7b26\u5408\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u5148\u9a8c\uff09\u3002<\/sup><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5593cd27e487069674aabdb3f2e398df.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5593cd27e487069674aabdb3f2e398df.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 HPSv2 \u5956\u52b1\u51fd\u6570\u4e0a\u7684\u5fae\u8c03\u7ed3\u679c<\/sup><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-43a9ace6cf82340955351ce7f80bc901.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-43a9ace6cf82340955351ce7f80bc901.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0ImageReward \u5956\u52b1\u51fd\u6570\u4e0a\u7684\u5fae\u8c03\u7ed3\u679c<\/sup><\/p>\n<p><strong>\u7ed3\u8bed<\/strong><\/p>\n<p>\u6211\u4eec\u5229\u7528\u751f\u6210\u6d41\u7f51\u7edc\uff08GFlowNet\uff09\u7684\u6846\u67b6\uff0c\u4e25\u8c28\u5730\u5f97\u5230\u4e00\u4e2a\u53ef\u4ee5\u66f4\u597d\u4fdd\u6301\u591a\u6837\u6027\u548c\u5148\u9a8c\u7684\u9ad8\u6548\u7684\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b9\u6cd5\uff0c\u5e76\u4e14\u5728 Stable Diffusion \u8fd9\u4e00\u5e38\u7528\u7684\u6587\u751f\u56fe\u6269\u6563\u6a21\u578b\u4e0a\u663e\u793a\u51fa\u76f8\u8f83\u4e8e\u5176\u4ed6\u65b9\u6cd5\u7684\u4f18\u52bf\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-13\" target=\"_blank\">\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b0\u7a81\u7834\uff1aNabla-GFlowNet\u8ba9\u591a\u6837\u6027\u4e0e\u6548\u7387\u517c\u5f97<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b0\u7a81\u7834 [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[84],"class_list":["post-40118","post","type-post","status-publish","format-standard","hentry","category-news","tag-84"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b0\u7a81\u7834\uff1aNabla-GFlowNet\u8ba9\u591a\u6837\u6027\u4e0e\u6548\u7387\u517c\u5f97 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=40118\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=40118\",\"url\":\"https:\/\/17aitech.com\/?p=40118\",\"name\":\"\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b0\u7a81\u7834\uff1aNabla-GFlowNet\u8ba9\u591a\u6837\u6027\u4e0e\u6548\u7387\u517c\u5f97 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=40118#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=40118#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad5e8adcd81a94eb01a07bf1d8fc6bea.png\",\"datePublished\":\"2025-04-13T18:02:53+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=40118#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=40118\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=40118#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad5e8adcd81a94eb01a07bf1d8fc6bea.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad5e8adcd81a94eb01a07bf1d8fc6bea.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=40118#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b0\u7a81\u7834\uff1aNabla-GFlowNet\u8ba9\u591a\u6837\u6027\u4e0e\u6548\u7387\u517c\u5f97\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b0\u7a81\u7834\uff1aNabla-GFlowNet\u8ba9\u591a\u6837\u6027\u4e0e\u6548\u7387\u517c\u5f97 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=40118","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=40118","url":"https:\/\/17aitech.com\/?p=40118","name":"\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b0\u7a81\u7834\uff1aNabla-GFlowNet\u8ba9\u591a\u6837\u6027\u4e0e\u6548\u7387\u517c\u5f97 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=40118#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=40118#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad5e8adcd81a94eb01a07bf1d8fc6bea.png","datePublished":"2025-04-13T18:02:53+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=40118#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=40118"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=40118#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad5e8adcd81a94eb01a07bf1d8fc6bea.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ad5e8adcd81a94eb01a07bf1d8fc6bea.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=40118#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u6269\u6563\u6a21\u578b\u5956\u52b1\u5fae\u8c03\u65b0\u7a81\u7834\uff1aNabla-GFlowNet\u8ba9\u591a\u6837\u6027\u4e0e\u6548\u7387\u517c\u5f97"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/40118","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=40118"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/40118\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=40118"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=40118"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=40118"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}