{"id":1077027,"date":"2024-02-21T10:13:00","date_gmt":"2024-02-21T18:13:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1077027"},"modified":"2024-09-25T04:13:49","modified_gmt":"2024-09-25T11:13:49","slug":"new-arrival-in-research-8","status":"publish","type":"msr-blog-post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/new-arrival-in-research-8\/","title":{"rendered":"AAAI\u4e0a\u65b0 | \u4ece\u751f\u6210\u68c0\u7d22\u3001\u8de8\u8bed\u8a00\u8fc1\u79fb\uff0c\u5230\u8d1f\u8d23\u4efb\u7684\u89c6\u89c9\u5408\u6210"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u6b22\u8fce\u9605\u8bfb\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u680f\u76ee\uff01\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u6c47\u805a\u4e86\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6700\u65b0\u7684\u521b\u65b0\u6210\u679c\u4e0e\u79d1\u7814\u52a8\u6001\u3002\u5728\u8fd9\u91cc\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u6d4f\u89c8\u7814\u7a76\u9662\u7684\u4eae\u70b9\u8d44\u8baf\uff0c\u4fdd\u6301\u5bf9\u524d\u6cbf\u9886\u57df\u7684\u654f\u9510\u55c5\u89c9\uff0c\u540c\u65f6\u4e5f\u80fd\u627e\u5230\u5148\u8fdb\u5b9e\u7528\u7684\u5f00\u6e90\u5de5\u5177\u3002<\/p>\n\n\n\n<p>2\u670820\u65e5\u81f32\u670827\u65e5\uff0c\u56fd\u9645\u9876\u7ea7\u4eba\u5de5\u667a\u80fd\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\u7684 AAAI \u5927\u4f1a\u5728\u52a0\u62ff\u5927\u4e3e\u529e\u3002\u672c\u671f\u201c\u79d1\u7814\u4e0a\u65b0\u201d\u5c06\u4e3a\u5927\u5bb6\u5e26\u6765\u591a\u7bc7\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5165\u9009 AAAI 2024 \u7684\u7cbe\u9009\u8bba\u6587\u89e3\u8bfb\uff0c\u6d89\u53ca\u9886\u57df\u6db5\u76d6\u5168\u666f\u56fe\u50cf\u751f\u6210\u3001\u751f\u6210\u5f0f\u68c0\u7d22\u3001\u8de8\u8bed\u8a00\u8fc1\u79fb\u3001\u53ef\u9760\u89c6\u89c9\u5408\u6210\uff0c\u4ee5\u53ca\u6587\u672c\u6269\u6563\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research1\">HORIZON: \u9ad8\u5206\u8fa8\u7387\u8bed\u4e49\u53ef\u63a7\u7684\u5168\u666f\u56fe\u50cf\u5408\u6210<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"143\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-1-768x143-1.png\" alt=\"HORIZON: High-resolution Semantically Controlled Panorama Synthesis\" class=\"wp-image-1077036\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-1-768x143-1.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-1-768x143-1-300x56.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-1-768x143-1-240x45.png 240w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/horizon-high-resolution-semantically-controlled-panorama-synthesis\/\">https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/horizon-high-resolution-semantically-controlled-panorama-synthesis\/<\/a><\/p>\n\n\n\n<p>\u9879\u76ee\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/naykun\/HORIZON\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/github.com\/naykun\/HORIZON<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u6784\u5efa\u5168\u65b9\u4f4d\u7684360\u5ea6\u89c6\u89c9\u666f\u89c2\uff0c\u6765\u5b9e\u73b0\u7528\u6237\u5bf9\u865a\u62df\u4e16\u754c\u6df1\u5ea6\u4f53\u9a8c\u7684\u8ffd\u6c42\uff0c\u662f\u672a\u6765\u6280\u672f\u53d1\u5c55\u7684\u91cd\u8981\u8bfe\u9898\u4e4b\u4e00\u3002\u8fd1\u5e74\u6765\uff0c\u5c3d\u7ba1\u56fe\u50cf\u5408\u6210\u6280\u672f\u5728\u8bed\u4e49\u5f15\u5bfc\u5185\u5bb9\u751f\u6210\u65b9\u9762\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u5728\u6253\u9020\u8eab\u4e34\u5176\u5883\u7684\u573a\u666f\u65f6\uff0c\u4f9d\u7136\u5b58\u5728\u6311\u6218\uff0c\u4f8b\u5982\u5982\u4f55\u89e3\u51b3\u89c6\u89d2\u53d8\u5316\u5f15\u53d1\u7684\u5185\u5bb9\u626d\u66f2\u95ee\u9898\uff0c\u4ee5\u53ca\u5728\u786e\u4fdd\u5408\u6210\u6548\u7387\u4e0e\u89c6\u89c9\u4e00\u81f4\u6027\u7684\u540c\u65f6\uff0c\u5982\u4f55\u63d0\u4f9b\u66f4\u4e3a\u6e05\u6670\u7684\u89c6\u89c9\u4f53\u9a8c\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63a8\u51fa\u4e86\u540d\u4e3a HORIZON \u7684\u9ad8\u5206\u8fa8\u7387\u5168\u666f\u56fe\u751f\u6210\u6846\u67b6\u3002\u8be5\u6846\u67b6\u5229\u7528\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u7403\u9762\u5efa\u6a21\u6280\u672f\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u7403\u9762\u626d\u66f2\u548c\u8fb9\u7f18\u4e0d\u8fde\u7eed\u7684\u95ee\u9898\u3002\u6b64\u5916\uff0cHORIZON \u8fd8\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u901a\u8fc7\u56fe\u50cf\u4e0e\u6587\u672c\u8f93\u5165\u6765\u8fdb\u884c\u7cbe\u786e\u7684\u8bed\u4e49\u63a7\u5236\uff0c\u540c\u65f6\u5229\u7528\u5e76\u884c\u89e3\u7801\u6280\u672f\u663e\u8457\u63d0\u9ad8\u4e86\u5168\u666f\u56fe\u751f\u6210\u7684\u6548\u7387\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u800c\u8a00\uff0c\u5b9e\u73b0\u5927\u5c3a\u5ea6\u56fe\u50cf\u751f\u6210\u7684\u4f20\u7edf\u601d\u8def\u5305\u62ec\u4e24\u7c7b\uff1a\u4e00\u662f\u5148\u4f4e\u5206\u518d\u8d85\u5206\uff0c\u4e8c\u662f\u76f4\u63a5\u62c6\u5206\u4e3a patch \u9010\u4e2a\u751f\u6210\u3002\u7136\u800c\uff0c\u5148\u4f4e\u5206\u518d\u8d85\u5206\u5728\u590d\u6742\u573a\u666f\u4e2d\u5b58\u5728\u7740\u7ec6\u8282\u8bed\u4e49\u7f3a\u5931\u7684\u95ee\u9898\uff0c\u56e0\u6b64\u672c\u7814\u7a76\u805a\u7126\u4e8e\u7b2c\u4e8c\u79cd\u601d\u8def\u3002\u7b2c\u4e8c\u79cd\u601d\u8def\u6700\u57fa\u672c\u7684\u5b9e\u73b0\u65b9\u5f0f\u88ab\u79f0\u4e4b\u4e3a ARM\uff08auto regressive modeling\uff09\uff0c\u4ee5\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u751f\u6210\u9010\u4e2a patch\uff0c\u5728\u6bcf\u4e2a patch \u5185\u81ea\u56de\u5f52\u5730\u751f\u6210\u6bcf\u4e2a token\uff0c\u8fd9\u79cd\u65b9\u5f0f\u6548\u7387\u6781\u4f4e\uff0c\u4e14\u65b0 token \u7684\u751f\u6210\u53ea\u4f9d\u8d56\u4e8e\u4e4b\u524d\u751f\u6210\u7684 token\uff0c\u5e76\u4e0d\u7b26\u5408\u89c6\u89c9\u5185\u5bb9\u5929\u7136\u7684\u7edf\u8ba1\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u63d0\u5347\u751f\u6210\u6548\u7387\uff0c\u4e00\u4e2a\u81ea\u7136\u7684\u6539\u8fdb\u5c31\u662f\u4f7f\u7528\u5c40\u90e8\u5e76\u884c\u751f\u6210\u7b56\u7565\uff0c\u5373 LPM\uff08local parallel modeling\uff09\uff0c\u5b9e\u9a8c\u8868\u660e\uff0c\u8fd9\u6837\u7684\u7b56\u7565\u867d\u7136\u63d0\u5347\u4e86\u901f\u5ea6\uff0c\u4f46\u751f\u6210\u8d28\u91cf\u5374\u51fa\u73b0\u4e86\u660e\u663e\u4e0b\u6ed1\u3002\u8fd9\u662f\u56e0\u4e3a\u5e76\u884c\u89e3\u7801\u65f6\u5c40\u90e8 token \u7684\u4e92\u76f8\u5236\u7ea6\u51cf\u5f31\uff0c\u5bf9\u4e8e\u5168\u666f\u56fe\u50cf\u8fd9\u79cd\u4e0d\u540c\u4f4d\u7f6e\u50cf\u7d20\u5206\u5e03\u89c4\u5f8b\u6709\u663e\u8457\u5dee\u522b\u7684\u573a\u666f\uff0c\u6027\u80fd\u4f1a\u76f8\u5e94\u5730\u51fa\u73b0\u9000\u5316\u73b0\u8c61\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86 SPM\uff08spherical parallel modeling\uff09\u65b9\u6848\uff0c\u901a\u8fc7\u5f15\u5165\u7403\u5f62\u4f4d\u7f6e\u7f16\u7801\u4ee5\u53ca\u7403\u72b6\u4f9d\u8d56\u5173\u7cfb\uff0c\u589e\u5f3a\u4e86\u751f\u6210\u8fc7\u7a0b\u4e2d\u7684\u5c40\u90e8\u548c\u5168\u5c40\u7ea6\u675f\uff0c\u4f7f\u5f97\u751f\u6210\u8fc7\u7a0b\u517c\u987e\u4e86 LPM \u7684\u901f\u5ea6\u548c\u8d85\u8d8a ARM \u7684\u6027\u80fd\u3002\u540c\u65f6\uff0c\u7403\u9762\u5efa\u6a21\u7684\u65b9\u6cd5\u81ea\u7136\u5730\u89e3\u51b3\u4e86\u56fe\u50cf\u5de6\u53f3\u8fb9\u7f18\u4e0d\u8fde\u7eed\u3001\u7403\u9762\u6295\u5f71\u626d\u66f2\u8fd9\u7c7b\u7ecf\u5178\u6846\u67b6\u96be\u4ee5\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"311\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-2-1024x311-1.png\" alt=\"HORIZON: High-resolution Semantically Controlled Panorama Synthesis | diagram\" class=\"wp-image-1077039\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-2-1024x311-1.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-2-1024x311-1-300x91.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-2-1024x311-1-768x233.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-2-1024x311-1-240x73.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u7814\u7a76\u5458\u4eec\u7684\u5efa\u6a21\u7b56\u7565\u4ece ARM \u5f00\u59cb\uff0c\u9010\u6b65\u8fc7\u6e21\u5230 LPM\uff0c\u6700\u7ec8\u53d1\u5c55\u4e3a SPM\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7387\u4e0e\u9ad8\u4fdd\u771f\u5ea6\u7684\u53cc\u91cd\u76ee\u6807\u3002\u5728\u6b64\u56fe\u4e2d\uff0c\u7ea2\u8272\u6846\u8868\u793a\u5f53\u524d\u9700\u8981\u751f\u6210\u7684\u89c6\u56fe\u533a\u57df\uff0c\u800c\u84dd\u8272\u6846\u5219\u5c55\u793a\u4e86\u6761\u4ef6\u7a97\u53e3\u3002<\/figcaption><\/figure>\n\n\n\n<p>HORIZON \u7684\u65b9\u6cd5\u5728\u5ba4\u5185\u5916\u6570\u636e\u96c6\u4e0a\u7684\u65e0\u6761\u4ef6\u751f\u6210\u3001\u89c6\u91ce\u6269\u5c55\u548c\u8bed\u4e49\u63a7\u5236\u751f\u6210\u4efb\u52a1\u4e2d\u90fd\u7ecf\u5386\u4e86\u4e25\u683c\u8bc4\u4f30\uff0c\u5e76\u5728\u5b9a\u91cf\u6307\u6807\u548c\u5b9a\u6027\u6307\u6807\u4e0a\u5747\u663e\u793a\u51fa\u5353\u8d8a\u7684\u8868\u73b0\u3002\u672a\u6765\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u7ee7\u7eed\u63d0\u5347\u5168\u666f\u5408\u6210\u5728\u53ef\u63a7\u6027\u3001\u6548\u7387\u548c\u771f\u5b9e\u611f\u65b9\u9762\u7684\u6c34\u5e73\uff0c\u4e3a\u5168\u666f\u89c6\u89c9\u5408\u6210\u6280\u672f\u7684\u53d1\u5c55\u8bbe\u5b9a\u65b0\u7684\u9ad8\u6807\u51c6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research2\">\u6392\u5e8f\u5b66\u4e60\u7528\u4e8e\u751f\u6210\u5f0f\u68c0\u7d22<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"143\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-3.png\" alt=\"Learning to Rank in Generative Retrieval\" class=\"wp-image-1077042\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-3.png 560w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-3-300x77.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-3-240x61.png 240w\" sizes=\"auto, (max-width: 560px) 100vw, 560px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/learning-to-rank-in-generative-retrieval\/\">https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/learning-to-rank-in-generative-retrieval\/<\/a><\/p>\n\n\n\n<p>\u9879\u76ee\u5730\u5740\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/liyongqi67\/MINDER\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/github.com\/liyongqi67\/MINDER<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u751f\u6210\u5f0f\u68c0\u7d22\u662f\u4e00\u79cd\u65b0\u7684\u641c\u7d22\u8303\u5f0f\uff0c\u5b83\u5c06\u641c\u7d22\u4efb\u52a1\u8f6c\u4e3a\u4ece\u7528\u6237\u67e5\u8be2\u5230\u6587\u6863\u6807\u8bc6\u7b26\u7684\u5e8f\u5217\u751f\u6210\u4efb\u52a1\u3002\u751f\u6210\u5f0f\u68c0\u7d22\u65e0\u9700\u4f20\u7edf\u7684\u7d22\u5f15\uff0c\u800c\u662f\u5229\u7528\u751f\u6210\u5f0f\u5927\u6a21\u578b\u7684\u6700\u65b0\u8fdb\u5c55\u6765\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u641c\u7d22\u7ed3\u679c\u3002\u6839\u636e\u6587\u6863\u6807\u8bc6\u7b26\u7684\u4e0d\u540c\uff0c\u751f\u6210\u5f0f\u68c0\u7d22\u5206\u4e3a\u4ee5 DSI [1]\u548c SEAL [2]\u4e3a\u4ee3\u8868\u7684\u4e0d\u540c\u7c7b\u578b\u3002\u672c\u7814\u7a76\u4ec5\u8ba8\u8bba\u4ee5 SEAL \u4e3a\u4ee3\u8868\u7684\u7528\u6587\u6863\u5185\u5bb9\u4e3a\u6807\u8bc6\u7b26\u7684\u751f\u6210\u5f0f\u68c0\u7d22\u3002<\/p>\n\n\n\n<p>SEAL \u91c7\u7528\u6587\u6863\u4e2d\u7684\u6587\u5b57\u7247\u6bb5\u4f5c\u4e3a\u6807\u8bc6\u7b26\uff0c\u5e76\u4f7f\u7528\u5e8f\u5217\u751f\u6210\u6a21\u578b\u4ece\u7528\u6237\u67e5\u8be2\u751f\u6210\u5bf9\u5e94\u6587\u6863\u7684\u6587\u5b57\u7247\u6bb5\u3002\u4f7f\u7528\u6587\u5b57\u7247\u6bb5\u4f5c\u4e3a\u6807\u8bc6\u7b26\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u5929\u7136\u7684\u8bed\u4e49\u7279\u5f81\uff0c\u80fd\u591f\u5145\u5206\u5229\u7528\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u65b9\u6cd5\u7684\u4e0d\u8db3\u4e4b\u5904\u5728\u4e8e\u6807\u8bc6\u7b26\u548c\u6587\u6863\u4e4b\u95f4\u5e76\u975e\u4e00\u4e00\u5bf9\u5e94\uff0c\u56e0\u6b64\u9700\u8981\u989d\u5916\u7684\u6b65\u9aa4\u6765\u5efa\u7acb\u6807\u8bc6\u7b26\u4e0e\u6587\u6863\u4e4b\u95f4\u7684\u5bf9\u5e94\u5173\u7cfb\u3002SEAL \u8bbe\u8ba1\u4e86\u4e00\u4e2a\u590d\u6742\u7684\u542f\u53d1\u5f0f\u89c4\u5219\u6765\u5b8c\u6210\u6b64\u6b65\u9aa4\u3002\u7531\u4e8e\u5e8f\u5217\u751f\u6210\u6a21\u578b\u548c\u542f\u53d1\u5f0f\u89c4\u5219\u90fd\u6ca1\u6709\u76f4\u63a5\u4f18\u5316\u68c0\u7d22\u7ed3\u679c\uff0c\u56e0\u6b64\u8fd9\u79cd\u65b9\u6cd5\u5f97\u5230\u7684\u68c0\u7d22\u7ed3\u679c\u6b20\u4f73\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u6b64\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u91c7\u7528\u4e86\u4e00\u79cd\u57fa\u4e8e\u6392\u5e8f\u5b66\u4e60\u7684\u751f\u6210\u68c0\u7d22\u5f0f\u65b9\u6cd5\uff08LTRGR\uff09\u3002LTRGR \u751f\u6210\u5f0f\u68c0\u7d22\u80fd\u591f\u76f4\u63a5\u5b66\u4e60\u5e8f\u5217\u6392\u5e8f\u76ee\u6807\uff0c\u5c06\u751f\u6210\u6a21\u578b\u7684\u4f18\u5316\u76ee\u6807\u548c\u6392\u5e8f\u7ed3\u679c\u7edf\u4e00\u8d77\u6765\u3002\u8fd9\u79cd\u5b66\u4e60\u65b9\u6cd5\u53ea\u9700\u8981\u4e00\u4e2a\u989d\u5916\u7684\u6392\u5e8f\u5b66\u4e60\u9636\u6bb5\uff0c\u5728\u63a8\u7406\u65f6\u6ca1\u6709\u989d\u5916\u7684\u6d88\u8017\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"702\" height=\"133\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-4.png\" alt=\"Learning to Rank in Generative Retrieval | diagram\" class=\"wp-image-1077045\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-4.png 702w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-4-300x57.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-4-240x45.png 240w\" sizes=\"auto, (max-width: 702px) 100vw, 702px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aLTRGR \u65b9\u6cd5\u5305\u542b\u4e24\u4e2a\u8bad\u7ec3\u9636\u6bb5\uff1a\uff08a\uff09\u751f\u6210\u5b66\u4e60\uff1b\uff08b\uff09\u6392\u5e8f\u5b66\u4e60<\/figcaption><\/figure>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728\u5e38\u7528\u7684\u68c0\u7d22\u57fa\u51c6\u6570\u636e\u96c6 NQ\u3001TriviaQA \u548c MSMARCO \u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cLTRGR \u65b9\u6cd5\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u751f\u6210\u5f0f\u68c0\u7d22\u6a21\u578b\uff0c\u8fbe\u5230\u4e86\u76ee\u524d\u6700\u5148\u8fdb\u7684\u751f\u6210\u5f0f\u68c0\u7d22\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"535\" height=\"172\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-6.png\" alt=\"Learning to Rank in Generative Retrieval | table 1\" class=\"wp-image-1077048\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-6.png 535w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-6-300x96.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-6-240x77.png 240w\" sizes=\"auto, (max-width: 535px) 100vw, 535px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"581\" height=\"211\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-5.png\" alt=\"Learning to Rank in Generative Retrieval | table 2\" class=\"wp-image-1077072\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-5.png 581w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-5-300x109.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-5-240x87.png 240w\" sizes=\"auto, (max-width: 581px) 100vw, 581px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u5b9e\u9a8c\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p>\u76f8\u5173\u8bba\u6587\uff1a<\/p>\n\n\n\n<p>[1] Transformer Memory as a Differentiable Search Index<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2202.06991\">https:\/\/arxiv.org\/abs\/2202.06991<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>[2] Autoregressive Search Engines: Generating Substrings as Document Identifiers<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2204.10628\">https:\/\/arxiv.org\/abs\/2204.10628<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research3\">\u4f7f\u7528\u673a\u5668\u521b\u5efa\u7684\u901a\u7528\u8bed\u8a00\u5b9e\u73b0\u66f4\u597d\u7684\u8de8\u8bed\u8a00\u8fc1\u79fb<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"150\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-7-768x150-1.png\" alt=\"Machine-created Universal Language for Cross-lingual Transfer\" class=\"wp-image-1077051\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-7-768x150-1.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-7-768x150-1-300x59.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-7-768x150-1-240x47.png 240w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/machine-created-universal-language-for-cross-lingual-transfer\/\">https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/machine-created-universal-language-for-cross-lingual-transfer\/<\/a><\/p>\n\n\n\n<p>\u76ee\u524d\u5904\u7406\u8de8\u8bed\u8a00\u8fc1\u79fb\u95ee\u9898\u7684\u4e3b\u8981\u65b9\u6cd5\u6709\u4e24\u7c7b\uff1a\u4e00\u662f\u591a\u8bed\u8a00\u9884\u8bad\u7ec3\uff0c\u5b83\u901a\u8fc7\u6784\u5efa\u591a\u8bed\u8a00\u7f16\u7801\u5668\uff0c\u7528\u82f1\u8bed\u8fdb\u884c\u5fae\u8c03\u540e\u76f4\u63a5\u5728\u5176\u4ed6\u8bed\u8a00\u4e2d\u6d4b\u8bd5\uff1b\u4e8c\u662f\u7ffb\u8bd1\u6d4b\u8bd5\u65b9\u6cd5\uff0c\u5b83\u5c06\u5176\u4ed6\u8bed\u8a00\u7684\u6d4b\u8bd5\u96c6\u7ffb\u8bd1\u6210\u4e2d\u95f4\u8bed\u8a00\uff08\u5982\u82f1\u8bed\uff09\u8fdb\u884c\u6d4b\u8bd5\u3002\u6bd4\u8f83\u800c\u8a00\uff0c\u7ffb\u8bd1\u6d4b\u8bd5\u65b9\u6cd5\u66f4\u5177\u53ef\u89e3\u91ca\u6027\uff0c\u4f46\u5176\u6027\u80fd\u5f31\u4e8e\u591a\u8bed\u8a00\u9884\u8bad\u7ec3\uff0c\u5e76\u4e14\u7531\u4e8e\u7ffb\u8bd1\u4f1a\u6539\u53d8\u8bcd\u8bed\u987a\u5e8f\uff0c\u6240\u4ee5\u5bfc\u81f4\u5176\u5728\u8bcd\u8bed\u7ea7\u522b\u4efb\u52a1\u4e2d\u96be\u4ee5\u5e94\u7528\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u9896\u7684\u6982\u5ff5\u2014\u2014\u673a\u5668\u521b\u5efa\u7684\u901a\u7528\u8bed\u8a00\uff08MUL\uff09\u3002MUL \u5305\u542b\u4e00\u7ec4\u79bb\u6563\u7b26\u53f7\uff0c\u6784\u6210\u901a\u7528\u8bcd\u6c47\uff0c\u5e76\u914d\u6709\u81ea\u7136\u8bed\u8a00\u5230 MUL \u7684\u7ffb\u8bd1\u5668\uff0c\u7528\u4e8e\u5c06\u591a\u79cd\u81ea\u7136\u8bed\u8a00\u8f6c\u6362\u4e3a MUL\u3002\u901a\u8fc7\u5c06\u4e0d\u540c\u8bed\u8a00\u4e2d\u7684\u5171\u4eab\u6982\u5ff5\u6620\u5c04\u5230\u76f8\u540c\u7684\u901a\u7528\u8bcd\u6c47\uff0cMUL \u6709\u6548\u63d0\u9ad8\u4e86\u8de8\u8bed\u8a00\u8f6c\u79fb\u7684\u6548\u679c\u3002\u6b64\u5916\uff0cMUL \u4fdd\u7559\u4e86\u7279\u5b9a\u8bed\u8a00\u7684\u8bcd\u6c47\u548c\u8bcd\u5e8f\uff0c\u4f7f\u5f97\u6a21\u578b\u66f4\u6613\u4e8e\u5e94\u7528\u5230\u8bcd\u8bed\u7ea7\u522b\u7684\u4efb\u52a1\u3002\u56fe4\u4e3a\u5c06\u82f1\u8bed\u3001\u6cd5\u8bed\u548c\u4e2d\u6587\u7ffb\u8bd1\u5230 MUL \u7684\u4f8b\u5b50\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"733\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-8-1024x733-1.png\" alt=\"Machine-created Universal Language for Cross-lingual Transfer | diagram\" class=\"wp-image-1077054\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-8-1024x733-1.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-8-1024x733-1-300x215.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-8-1024x733-1-768x550.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-8-1024x733-1-240x172.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u56fe\u7247\u4e2d\u4e0a\u534a\u90e8\u5206\u4e3a\u5c06\u82f1\u8bed\u3001\u6cd5\u8bed\u548c\u4e2d\u6587\u7684\u53e5\u5b50\u6620\u5c04\u5230\u901a\u7528\u8bed\u8a00\u540e\u7684\u7ed3\u679c\uff0c\u4e0b\u534a\u90e8\u5206\u4e3a\u901a\u7528\u8bed\u8a00\u4e2d\u8bcd\u8bed\u548c\u4e0d\u540c\u8bed\u8a00\u8bcd\u8bed\u7684\u5bf9\u5e94\u5173\u7cfb\u3002\u540c\u4e00\u4e2a\u901a\u7528\u8bed\u8a00\u7684\u8bcd\u8bed\u7528\u540c\u4e00\u4e2a\u989c\u8272\u6807\u51fa\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u9996\u5148\uff0c\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u591a\u8bed\u8a00\u63a9\u7801\u8bed\u8a00\u6a21\u578b\uff08MLM\uff09\u635f\u5931\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5229\u7528\u65e0\u76d1\u7763\u65b9\u6cd5\u5728\u53cc\u8bed\u6570\u636e\u4e0a\u751f\u6210\u8bcd\u5bf9\u9f50\u6307\u5bfc\uff0c\u4ee5\u521b\u5efa MUL\u3002\u7d27\u63a5\u7740\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u4f7f\u7528\u53e5\u95f4\u5bf9\u6bd4\u5b66\u4e60\u65b9\u6cd5\uff0c\u589e\u5f3a\u4e86\u4e0d\u540c\u8bed\u8a00\u4e2d\u8bcd\u5d4c\u5165\u7684\u5bf9\u9f50\u6548\u679c\u3002\u6700\u540e\uff0c\u5f15\u5165\u5177\u6709\u8de8\u8bed\u8a00\u5bf9\u9f50\u7684\u5411\u91cf\u91cf\u5316\uff08VQ-CA\uff09\u6765\u63d0\u9ad8\u901a\u7528\u8bcd\u6c47\u7684\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u5305\u62ec XNLI\u3001NER\u3001MLQA \u548c Tatoeba\uff0c\u4f7f\u7528 MUL \u4f5c\u4e3a\u8f93\u5165\u3002\u4e0e\u591a\u8bed\u8a00\u9884\u8bad\u7ec3\u7684\u7ec4\u5408\u8bcd\u6c47\u76f8\u6bd4\uff0c\u8be5\u6a21\u578b\u7684\u8bcd\u6c47\u91cf\u66f4\u5c0f\uff0c\u8bcd\u5d4c\u5165\u5c42\u9700\u8981\u7684\u53c2\u6570\u66f4\u5c11\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u5373\u4f7f\u53c2\u6570\u51cf\u534a\uff0c\u8be5\u6a21\u578b\u6027\u80fd\u4e0e XLM-R \u76f8\u5f53\uff0c\u800c\u5728\u5c06\u8bcd\u5d4c\u5165\u5c42\u8282\u7701\u7684\u53c2\u6570\u91cd\u65b0\u5206\u914d\u5230 Transformer \u6743\u91cd\u540e\uff0c\u6027\u80fd\u66f4\u4f73\u3002\u8fdb\u4e00\u6b65\u5206\u6790\u8868\u660e\uff0cMUL \u5177\u6709\u5f88\u5f3a\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u56e0\u4e3a\u76f8\u8f83\u4e8e\u7ffb\u8bd1\u6210\u82f1\u8bed\uff0c\u7ffb\u8bd1\u6210 MUL \u4ea7\u751f\u7684\u6b67\u4e49\u66f4\u5c11\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research4\">ORES: \u5f00\u653e\u8bcd\u8868\u4e0b\u7684\u53ef\u9760\u89c6\u89c9\u5408\u6210<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"167\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-9-768x167-1.png\" alt=\"ORES: Open-vocabulary Responsible Visual Synthesis\" class=\"wp-image-1077057\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-9-768x167-1.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-9-768x167-1-300x65.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-9-768x167-1-240x52.png 240w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/ores-open-vocabulary-responsible-visual-synthesis\/\">https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/ores-open-vocabulary-responsible-visual-synthesis\/<\/a><\/p>\n\n\n\n<p>\u9879\u76ee\u5730\u5740\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/kodenii\/ORES\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/github.com\/kodenii\/ORES<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>\u907f\u514d\u5408\u6210\u7279\u5b9a\u7684\u89c6\u89c9\u6982\u5ff5\u662f\u8d1f\u8d23\u4efb\u7684\u89c6\u89c9\u5408\u6210\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u6311\u6218\u3002\u7136\u800c\uff0c\u8d1f\u8d23\u4efb\u7684\u89c6\u89c9\u5408\u6210\u9700\u8981\u907f\u514d\u7684\u89c6\u89c9\u6982\u5ff5\u5f80\u5f80\u4f1a\u56e0\u5730\u57df\u3001\u4e0a\u4e0b\u6587\u548c\u4f7f\u7528\u573a\u666f\u7684\u4e0d\u540c\u800c\u6709\u6240\u4e0d\u540c\u3002\u6b64\u5916\uff0c\u5728\u4f20\u7edf\u7684\u89c6\u89c9\u5408\u6210\u4e2d\uff0c\u7528\u6237\u63d0\u4f9b\u7684\u201c\u7528\u6237\u67e5\u8be2\u201d\uff0c\u4ee3\u8868\u4e86\u7528\u6237\u5e0c\u671b\u7531\u5408\u6210\u6a21\u578b\u5408\u6210\u7684\u56fe\u50cf\u7684\u8f93\u5165\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u53d1\u73b0\uff0c\u901a\u8fc7\u4f20\u7edf\u7684\u89c6\u89c9\u5408\u6210\u6a21\u578b\u4ee5\u53ca\u5b89\u5168\u65b9\u6cd5\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u7ed5\u8fc7\u5b89\u5168\u673a\u5236\u5408\u6210\u5305\u542b\u98ce\u9669\u7684\u6982\u5ff5\u5982\u9152\u7cbe\u3001\u66b4\u529b\u6216\u77e5\u540d\u4eba\u7269\uff0c\u4f7f\u5f97\u89c6\u89c9\u5408\u6210\u7684\u5b89\u5168\u95ee\u9898\u53d8\u5f97\u975e\u5e38\u771f\u5b9e\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u4efb\u52a1 ORES\uff0c\u5373\u5f00\u653e\u8bcd\u6c47\u8868\u4e0b\u7684\u8d1f\u8d23\u4efb\u7684\u89c6\u89c9\u5408\u6210\u4ee5\u53ca\u5bf9\u5e94\u7684\u89e3\u51b3\u65b9\u6848 TIN \u6846\u67b6\u3002<\/p>\n\n\n\n<p>\u5728 ORES \u4e2d\uff0c\u7ba1\u7406\u5458\u5c06\u63d0\u4f9b\u4e00\u90e8\u5206\u8f93\u5165\uff0c\u5373\u7981\u6b62\u7684\u6982\u5ff5\uff0c\u8fd9\u53ef\u80fd\u5305\u62ec\u4e00\u4e9b\u5177\u6709\u7248\u6743\u98ce\u9669\u6216\u5b89\u5168\u95ee\u9898\u7684\u6982\u5ff5\uff0c\u8981\u6c42\u6a21\u578b\u907f\u514d\u5408\u6210\u7ba1\u7406\u5458\u7981\u6b62\u7684\u6982\u5ff5\u4ee5\u53ca\u76f8\u5173\u7684\u6982\u5ff5\u3002\u5373\u4f7f\u5728\u7528\u6237\u7684\u67e5\u8be2\u4e2d\u6ca1\u6709\u76f4\u63a5\u63d0\u53ca\u8fd9\u4e9b\u6982\u5ff5\uff0c\u8fd9\u4e9b\u9650\u5236\u4e5f\u5c06\u53d1\u6325\u6f5c\u5728\u7684\u4f5c\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"579\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-10-1024x579-1.png\" alt=\"ORES: Open-vocabulary Responsible Visual Synthesis | diagram\" class=\"wp-image-1077060\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-10-1024x579-1.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-10-1024x579-1-300x170.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-10-1024x579-1-768x434.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-10-1024x579-1-240x136.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u5f00\u653e\u8bcd\u6c47\u8868\u4e0b\u7684\u8d1f\u8d23\u4efb\u7684\u89c6\u89c9\u5408\u6210\uff08ORES\uff09\u4efb\u52a1<\/figcaption><\/figure>\n\n\n\n<p>TIN \u6846\u67b6\u7684\u5904\u7406\u6d41\u7a0b\u5219\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\u3002\u9996\u5148\uff0c\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5c06\u7528\u6237\u7684\u67e5\u8be2\u91cd\u5199\u4e3a\u4f4e\u98ce\u9669\u7684\u67e5\u8be2\u3002\u7136\u540e\uff0c\u4f7f\u7528\u4f4e\u98ce\u9669\u7684\u67e5\u8be2\u5e72\u9884\u6765\u5408\u6210\u8fc7\u7a0b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7528\u6237\u63d0\u4f9b\u67e5\u8be2\u540e\uff0cTIN \u5c06\u5728\u7b2c\u4e00\u9636\u6bb5\u4f7f\u7528\u7528\u6237\u67e5\u8be2\u8fdb\u884c\u5408\u6210\uff0c\u5e76\u5728\u540e\u7eed\u7684\u8d1f\u8d23\u4efb\u9636\u6bb5\u4e2d\u4f7f\u7528\u4f4e\u98ce\u9669\u67e5\u8be2\u8fdb\u884c\u5e72\u9884\u3002\u901a\u8fc7\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u6700\u7ec8\u53ef\u4ee5\u5f97\u5230\u8d1f\u8d23\u4efb\u7684\u89c6\u89c9\u8f93\u51fa\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"321\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-11-1024x321-1.png\" alt=\"ORES: Open-vocabulary Responsible Visual Synthesis | diagram\" class=\"wp-image-1077063\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-11-1024x321-1.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-11-1024x321-1-300x94.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-11-1024x321-1-768x241.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-11-1024x321-1-240x75.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1aTIN \u6846\u67b6\u7684\u603b\u4f53\u7ed3\u6784<\/figcaption><\/figure>\n\n\n\n<p>ORES \u662f\u53ef\u9760\u89c6\u89c9\u5408\u6210\u9886\u57df\u4e0a\u5168\u65b0\u7684\u4efb\u52a1\uff0c\u4e3a\u4e86\u63a8\u52a8\u540e\u7eed\u7814\u7a76\u7684\u63a2\u7d22\uff0c\u7814\u7a76\u5458\u4eec\u5f00\u6e90\u4e86\u4e00\u5957\u516c\u5f00\u53ef\u7528\u7684\u6570\u636e\u96c6\u2014\u2014\u57fa\u51c6\u548c\u57fa\u7ebf\u6a21\u578b\u3002\u4e0d\u4ec5\u5982\u6b64\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u57fa\u7ebf\u6a21\u578b TIN \u5728\u964d\u4f4e\u56fe\u50cf\u751f\u6210\u98ce\u9669\u65b9\u9762\u7684\u6709\u6548\u6027\uff0c\u662f\u9996\u4e2a\u53ef\u4ee5\u5728\u5f00\u653e\u8bcd\u8868\u4e0a\u8fdb\u884c\u8d1f\u8d23\u4efb\u89c6\u89c9\u5408\u6210\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>ORES \u662f\u7531\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u8ba1\u7b97\u7ec4\u5728\u53ef\u9760\u89c6\u89c9\u5408\u6210\u9886\u57df\u6240\u5efa\u7acb\u7684\u65b0\u8303\u5f0f\uff0c\u672a\u6765\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u6301\u7eed\u5bf9\u76f8\u5173\u95ee\u9898\u8fdb\u884c\u66f4\u52a0\u6df1\u5165\u7684\u63a2\u7d22\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"research5\">\u57fa\u4e8e\u5f3a\u5316\u6761\u4ef6\u7684\u6587\u672c\u6269\u6563<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"183\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-12-768x183-1.png\" alt=\"Text Diffusion with Reinforced Conditioning\" class=\"wp-image-1077066\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-12-768x183-1.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-12-768x183-1-300x71.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-12-768x183-1-240x57.png 240w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/text-diffusion-with-reinforced-conditioning\/\">https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/publication\/text-diffusion-with-reinforced-conditioning\/<\/a><\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5728\u7814\u7a76\u6269\u6563\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u65ad\u8fc7\u7a0b\u4e2d\uff0c\u5206\u6790\u5e76\u53d1\u73b0\u4e86\u6269\u6563\u6a21\u578b\u5728\u8bad\u7ec3\u548c\u63a8\u65ad\u4e2d\u5b58\u5728\u7684\u4e24\u4e2a\u6f5c\u5728\u95ee\u9898\uff1a\u4e00\u662f\u81ea\u6211\u6761\u4ef6\u63a8\u65ad\u7684\u9000\u5316\uff0c\u5373\u6a21\u578b\u5728\u63a8\u65ad\u65f6\u8fc7\u5206\u4f9d\u8d56\u4e0a\u4e00\u65f6\u95f4\u6b65\u7684\u9884\u6d4b\u7ed3\u679c\uff0c\u800c\u5ffd\u7565\u4e86\u53bb\u566a\u7684\u6f5c\u5728\u9879\uff0c\u964d\u4f4e\u4e86\u751f\u6210\u8d28\u91cf\uff1b\u4e8c\u662f\u63a8\u65ad\u8bef\u5dee\u7d2f\u79ef\u5bfc\u81f4\u7684\u751f\u6210\u6587\u672c\u4e0e\u76ee\u6807\u5206\u5e03\u7684\u504f\u79bb\u3002<\/p>\n\n\n\n<p>\u6269\u6563\u6a21\u578b\u4e00\u79cd\u5e38\u7528\u7684\u8bad\u7ec3\u7b56\u7565\u662f\u81ea\u6211\u6761\u4ef6\uff08self-condition\uff09\uff0c\u5b83\u5c06\u6a21\u578b\u5bf9\u76ee\u6807\u6837\u672c\u7684\u9884\u6d4b\u7ed3\u679c\u4f5c\u4e3a\u53bb\u566a\u7684\u6761\u4ef6\u4e4b\u4e00\uff0c\u4ece\u800c\u4f7f\u6a21\u578b\u53ef\u4ee5\u5728\u63a8\u65ad\u65f6\u5229\u7528\u4e0a\u4e00\u65f6\u95f4\u6b65\u5bf9\u53bb\u566a\u76ee\u6807\u7684\u9884\u6d4b\u4f5c\u4e3a\u5f53\u524d\u65f6\u95f4\u6b65\u7684\u53bb\u566a\u6761\u4ef6\u4e4b\u4e00\u3002\u7136\u800c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\uff0c\u968f\u7740\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53bb\u566a\u76ee\u6807\u9884\u6d4b\u7cbe\u5ea6\u7684\u4e0d\u65ad\u63d0\u5347\uff0c\u6a21\u578b\u4f1a\u9010\u6e10\u503e\u5411\u4e8e\u5bf9\u4e0a\u4e00\u65f6\u95f4\u6b65\u7684\u53bb\u566a\u76ee\u6807\u8fdb\u884c\u7b80\u5355\u7684\u4fee\u6539\u6216\u91cd\u590d\uff0c\u800c\u5ffd\u7565\u4e86\u53bb\u566a\u7684\u6f5c\u5728\u9879\uff0c\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u5145\u5206\u5229\u7528\u53bb\u566a\u6b65\u9aa4\u6765\u8fed\u4ee3\u5730\u63d0\u5347\u751f\u6210\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u5bf9\u6269\u6563\u6a21\u578b\u8fdb\u884c\u81ea\u6211\u6761\u4ef6\u8bad\u7ec3\u7684\u65b9\u6cd5\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u5f15\u5165\u5956\u52b1\u4fe1\u53f7\uff0c\u5f15\u5bfc\u6a21\u578b\u66f4\u597d\u5730\u5229\u7528\u9884\u6d4b\u7684\u53bb\u566a\u76ee\u6807\u6765\u8fdb\u884c\u964d\u566a\uff0c\u4ece\u800c\u7f13\u89e3\u4e86\u63a8\u65ad\u65f6\u7684\u9000\u5316\u73b0\u8c61\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u9488\u5bf9\u63a8\u65ad\u8bef\u5dee\u7d2f\u79ef\u5bfc\u81f4\u7684\u504f\u79fb\u95ee\u9898\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65f6\u95f4\u611f\u77e5\u7684\u65b9\u5dee\u8c03\u6574\u65b9\u6cd5\uff0c\u4ee5\u901a\u8fc7\u589e\u5927\u6a21\u578b\u8bad\u7ec3\u65f6\u7684\u91c7\u6837\u7a7a\u95f4\uff0c\u63d0\u9ad8\u5bf9\u63a8\u65ad\u504f\u5dee\u7684\u5bb9\u5fcd\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"508\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-13-1024x508-1.png\" alt=\"Text Diffusion with Reinforced Conditioning | diagram\" class=\"wp-image-1077069\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-13-1024x508-1.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-13-1024x508-1-300x149.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-13-1024x508-1-768x381.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/new-arrival-in-research-8-13-1024x508-1-240x119.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption 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\u9488\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63a8\u51fa\u4e86\u540d\u4e3a HORIZON \u7684\u9ad8\u5206\u8fa8\u7387\u5168\u666f\u56fe\u751f\u6210\u6846\u67b6\u3002\u8be5\u6846\u67b6\u5229\u7528\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u7403\u9762\u5efa\u6a21\u6280\u672f\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u7403\u9762\u626d\u66f2\u548c\u8fb9\u7f18\u4e0d\u8fde\u7eed\u7684\u95ee\u9898\u3002\u6b64\u5916\uff0cHORIZON \u8fd8\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u901a\u8fc7\u56fe\u50cf\u4e0e\u6587\u672c\u8f93\u5165\u6765\u8fdb\u884c\u7cbe\u786e\u7684\u8bed\u4e49\u63a7\u5236\uff0c\u540c\u65f6\u5229\u7528\u5e76\u884c\u89e3\u7801\u6280\u672f\u663e\u8457\u63d0\u9ad8\u4e86\u5168\u666f\u56fe\u751f\u6210\u7684\u6548\u7387\u3002 \u5177\u4f53\u800c\u8a00\uff0c\u5b9e\u73b0\u5927\u5c3a\u5ea6\u56fe\u50cf\u751f\u6210\u7684\u4f20\u7edf\u601d\u8def\u5305\u62ec\u4e24\u7c7b\uff1a\u4e00\u662f\u5148\u4f4e\u5206\u518d\u8d85\u5206\uff0c\u4e8c\u662f\u76f4\u63a5\u62c6\u5206\u4e3a patch \u9010\u4e2a\u751f\u6210\u3002\u7136\u800c\uff0c\u5148\u4f4e\u5206\u518d\u8d85\u5206\u5728\u590d\u6742\u573a\u666f\u4e2d\u5b58\u5728\u7740\u7ec6\u8282\u8bed\u4e49\u7f3a\u5931\u7684\u95ee\u9898\uff0c\u56e0\u6b64\u672c\u7814\u7a76\u805a\u7126\u4e8e\u7b2c\u4e8c\u79cd\u601d\u8def\u3002\u7b2c\u4e8c\u79cd\u601d\u8def\u6700\u57fa\u672c\u7684\u5b9e\u73b0\u65b9\u5f0f\u88ab\u79f0\u4e4b\u4e3a ARM\uff08auto regressive modeling\uff09\uff0c\u4ee5\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u751f\u6210\u9010\u4e2a patch\uff0c\u5728\u6bcf\u4e2a patch \u5185\u81ea\u56de\u5f52\u5730\u751f\u6210\u6bcf\u4e2a token\uff0c\u8fd9\u79cd\u65b9\u5f0f\u6548\u7387\u6781\u4f4e\uff0c\u4e14\u65b0 token \u7684\u751f\u6210\u53ea\u4f9d\u8d56\u4e8e\u4e4b\u524d\u751f\u6210\u7684 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