{"id":41016,"date":"2026-05-29T21:06:24","date_gmt":"2026-05-29T13:06:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=41016"},"modified":"2026-05-29T21:06:24","modified_gmt":"2026-05-29T13:06:24","slug":"cvpr-2026%ef%bc%9a%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e3%80%8c%e6%a0%87%e5%87%86%e4%bb%b6%e3%80%8d%ef%bc%8c%e6%ad%a3%e5%9c%a8%e8%a2%ab%e9%80%90%e4%b8%aa%e6%8b%86%e6%8e%89","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=41016","title":{"rendered":"CVPR 2026\uff1a\u6df1\u5ea6\u5b66\u4e60\u7684\u300c\u6807\u51c6\u4ef6\u300d\uff0c\u6b63\u5728\u88ab\u9010\u4e2a\u62c6\u6389"},"content":{"rendered":"<section style=\"text-align: center;margin: 0px 16px;line-height: 1.75em;display: block\" data-mpa-action-id=\"mmiwq6ij1i3r\" data-pm-slice=\"0 0 []\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-2cabd9601b0f4d3057460db8a072c068.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-2cabd9601b0f4d3057460db8a072c068.png\"><\/a><\/section>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mmix4tgk1t7p\" data-pm-slice=\"5 10 []\" style=\"padding-left: 16px;padding-right: 16px\">\n<section style=\"width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px\" data-mid=\"\">\n<section style=\"width: 100%;padding-left: 0px;padding-right: 0px\" data-mid=\"\">\n<section style=\"width: 100%;padding: 20px 0px 12px;margin-top: 0px;margin-bottom: 0px\" data-mid=\"\" data-mpa-action-id=\"mm0fhbur236d\" data-pm-slice=\"0 0 []\">\n<section style=\"text-align: center\">\n<section>\n<section style=\"text-align: justify;margin: 0px 16px\"><span style=\"font-family: Arial, Helvetica, sans-serif;font-size: 15px;font-weight: bold;letter-spacing: 0.5px\"><span data-mpa-action-id=\"mmix6wyl1l05\" data-pm-slice=\"0 0 []\"><span>\u6ce8\u610f\u529b\u7684\u6d6e\u70b9\u7cbe\u5ea6\u4e0d\u662f\u5fc5\u987b\u7684\uff0c\u5f52\u4e00\u5316\u6d41\u7684&#8221;\u7cbe\u786e\u53ef\u9006&#8221;\u662f\u53ef\u4ee5\u653e\u5f03\u7684\u2026\u2026<\/span><\/span><\/span><\/section>\n<p><span data-mpa-action-id=\"mpeu3w7d1m2e\"><\/span><span data-mpa-action-id=\"mol351x7vpj\"><\/span><span data-mpa-action-id=\"moi8hskqjba\"><\/span><span data-mpa-action-id=\"mogtzlgx10vm\"><\/span><span data-lark-record-data=\"{&quot;rootId&quot;:&quot;LjxJd8qzuor6Epx2M6ZckxNPn1g&quot;,&quot;text&quot;:{&quot;initialAttributedTexts&quot;:{&quot;text&quot;:{&quot;0&quot;:&quot;CFG-Ctrl\uff1a\u5c06\u4e0d\u7a33\u5b9a\u7684\u6269\u6563\u6a21\u578b\u5f15\u5bfc\u673a\u5236\u8f6c\u5316\u4e3a\u53ef\u63a7\u52a8\u6001\u7cfb\u7edf\uff0c\u5b9e\u73b0\u66f4\u7a33\u5b9a\u3001\u66f4\u7cbe\u51c6\u6587\u751f\u56fe\u751f\u6210\u3002&quot;},&quot;attribs&quot;:{&quot;0&quot;:&quot;*0+1b&quot;}},&quot;apool&quot;:{&quot;numToAttrib&quot;:{&quot;0&quot;:[&quot;author&quot;,&quot;7423211812901912578&quot;]},&quot;nextNum&quot;:1}},&quot;type&quot;:&quot;text&quot;,&quot;referenceRecordMap&quot;:{},&quot;extra&quot;:{&quot;channel&quot;:&quot;saas&quot;,&quot;isEqualBlockSelection&quot;:false,&quot;pasteRandomId&quot;:&quot;0be2e652-63a1-4d29-9763-10c700ec49ed&quot;,&quot;mention_page_title&quot;:{},&quot;external_mention_url&quot;:{}},&quot;isKeepQuoteContainer&quot;:false,&quot;isFromCode&quot;:false,&quot;selection&quot;:[{&quot;id&quot;:4,&quot;type&quot;:&quot;text&quot;,&quot;selection&quot;:{&quot;start&quot;:6,&quot;end&quot;:53},&quot;recordId&quot;:&quot;Bzg4drsQbofx8GxYGv6cE3tunQg&quot;}],&quot;payloadMap&quot;:{},&quot;isCut&quot;:false}\" data-lark-record-format=\"docx\/text\"><\/span><span data-mpa-action-id=\"mnzgnyz4r7u\"><\/span><span data-lark-record-data=\"{&quot;rootId&quot;:&quot;Nephd3smFoNM6cx8DMicCb9Xn1V&quot;,&quot;text&quot;:{&quot;initialAttributedTexts&quot;:{&quot;text&quot;:{&quot;0&quot;:&quot;CubeComposer\uff1a\u4e00\u79cd\u57fa\u4e8e\u65f6\u7a7a\u81ea\u56de\u5f52\u7684360\u00b0\u89c6\u9891\u751f\u6210\u6846\u67b6\uff0c\u517c\u987e\u6e05\u6670\u5ea6\u3001\u8fde\u8d2f\u6027\u4e0e\u6c89\u6d78\u611f\u3002&quot;},&quot;attribs&quot;:{&quot;0&quot;:&quot;*0+1c&quot;}},&quot;apool&quot;:{&quot;numToAttrib&quot;:{&quot;0&quot;:[&quot;author&quot;,&quot;7423211812901912578&quot;]},&quot;nextNum&quot;:1}},&quot;type&quot;:&quot;text&quot;,&quot;referenceRecordMap&quot;:{},&quot;extra&quot;:{&quot;channel&quot;:&quot;saas&quot;,&quot;isEqualBlockSelection&quot;:false,&quot;pasteRandomId&quot;:&quot;26193a8f-73b6-4cc6-b633-c0d791560d1e&quot;,&quot;mention_page_title&quot;:{},&quot;external_mention_url&quot;:{}},&quot;isKeepQuoteContainer&quot;:false,&quot;isFromCode&quot;:false,&quot;selection&quot;:[{&quot;id&quot;:4,&quot;type&quot;:&quot;text&quot;,&quot;selection&quot;:{&quot;start&quot;:6,&quot;end&quot;:54},&quot;recordId&quot;:&quot;OHrkdlwnxoaquXxMsjfc0ltfnYf&quot;}],&quot;payloadMap&quot;:{},&quot;isCut&quot;:false}\" data-lark-record-format=\"docx\/text\"><\/span><span data-lark-record-data=\"{&quot;rootId&quot;:&quot;GryTdyP6aoJPaCxF34xcp3Nunce&quot;,&quot;text&quot;:{&quot;initialAttributedTexts&quot;:{&quot;text&quot;:{&quot;0&quot;:&quot;\u5b89\u5168\u95ee\u9898\u4e0d\u518d\u5c40\u9650\u6a21\u578b\uff0c\u800c\u662f\u7cfb\u7edf\u4e2d\u7684\u63a7\u5236\u6743\u4e4b\u4e89\u3002&quot;},&quot;attribs&quot;:{&quot;0&quot;:&quot;*0+n&quot;}},&quot;apool&quot;:{&quot;numToAttrib&quot;:{&quot;0&quot;:[&quot;author&quot;,&quot;7423211812901912578&quot;]},&quot;nextNum&quot;:1}},&quot;type&quot;:&quot;text&quot;,&quot;referenceRecordMap&quot;:{},&quot;extra&quot;:{&quot;channel&quot;:&quot;saas&quot;,&quot;isEqualBlockSelection&quot;:false,&quot;pasteRandomId&quot;:&quot;cce73c80-6fa0-44db-a1f4-8480dd0fdd50&quot;,&quot;mention_page_title&quot;:{},&quot;external_mention_url&quot;:{}},&quot;isKeepQuoteContainer&quot;:false,&quot;isFromCode&quot;:false,&quot;selection&quot;:[{&quot;id&quot;:11,&quot;type&quot;:&quot;text&quot;,&quot;selection&quot;:{&quot;start&quot;:6,&quot;end&quot;:29},&quot;recordId&quot;:&quot;GTwzd8RoOoU8oexAeN7c6v6qn8R&quot;}],&quot;payloadMap&quot;:{},&quot;isCut&quot;:false}\" data-lark-record-format=\"docx\/text\"><\/span><span data-mpa-action-id=\"mmk1kmdah2q\"><\/span><\/p>\n<section style=\"text-align: left;margin-bottom: 0px;margin-top: 0px\"><span style=\"font-family: Arial, Helvetica, sans-serif;font-size: 15px;font-weight: bold;letter-spacing: 0.5px\"><span><br \/><\/span><\/span><\/section>\n<\/section>\n<\/section>\n<p><span data-lark-record-data=\"{&quot;rootId&quot;:&quot;XVkTdFgTjoSOOfx0zV4cRv7nnDg&quot;,&quot;text&quot;:{&quot;initialAttributedTexts&quot;:{&quot;text&quot;:{&quot;0&quot;:&quot;\u8d1d\u5854\u65e0\u9650\u5c06\u7784\u51c6\u4e07\u4ebf\u6d88\u8d39\u7ea7\u673a\u5668\u4eba\u84dd\u6d77\u5e02\u573a\u3002&quot;},&quot;attribs&quot;:{&quot;0&quot;:&quot;*0+k&quot;}},&quot;apool&quot;:{&quot;numToAttrib&quot;:{&quot;0&quot;:[&quot;author&quot;,&quot;7066985350417170460&quot;]},&quot;nextNum&quot;:1}},&quot;type&quot;:&quot;text&quot;,&quot;referenceRecordMap&quot;:{},&quot;extra&quot;:{&quot;channel&quot;:&quot;saas&quot;,&quot;isEqualBlockSelection&quot;:false,&quot;pasteRandomId&quot;:&quot;d4121fb1-0735-411e-82ac-5446e497d0c2&quot;,&quot;mention_page_title&quot;:{},&quot;external_mention_url&quot;:{}},&quot;isKeepQuoteContainer&quot;:false,&quot;isFromCode&quot;:false,&quot;selection&quot;:[{&quot;id&quot;:6,&quot;type&quot;:&quot;text&quot;,&quot;selection&quot;:{&quot;start&quot;:3,&quot;end&quot;:23},&quot;recordId&quot;:&quot;M0FfdVGsRo1taCx2dVBcUm9SnFc&quot;}],&quot;payloadMap&quot;:{},&quot;isCut&quot;:false}\" data-lark-record-format=\"docx\/text\"><\/span><span data-lark-record-data=\"{&quot;rootId&quot;:&quot;HyUOdX3GEoRVXdxcfUfcPgCFn8K&quot;,&quot;text&quot;:{&quot;initialAttributedTexts&quot;:{&quot;text&quot;:{&quot;0&quot;:&quot;26\u5e74\u4e4b\u4e8e\u5177\u8eab\u667a\u80fd\uff0c\u5c31\u662f23\u5e74\u4e4b\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u3002&quot;},&quot;attribs&quot;:{&quot;0&quot;:&quot;*0+n&quot;}},&quot;apool&quot;:{&quot;numToAttrib&quot;:{&quot;0&quot;:[&quot;author&quot;,&quot;7066985350417170460&quot;]},&quot;nextNum&quot;:1}},&quot;type&quot;:&quot;text&quot;,&quot;referenceRecordMap&quot;:{},&quot;extra&quot;:{&quot;channel&quot;:&quot;saas&quot;,&quot;isEqualBlockSelection&quot;:false,&quot;pasteRandomId&quot;:&quot;223a8d9b-7e7d-40d4-b910-244b8b09367a&quot;,&quot;mention_page_title&quot;:{},&quot;external_mention_url&quot;:{}},&quot;isKeepQuoteContainer&quot;:false,&quot;isFromCode&quot;:false,&quot;selection&quot;:[{&quot;id&quot;:2,&quot;type&quot;:&quot;text&quot;,&quot;selection&quot;:{&quot;start&quot;:4,&quot;end&quot;:27},&quot;recordId&quot;:&quot;JtD7dqrTZoMV7dxZYXYcEJOSn9e&quot;}],&quot;payloadMap&quot;:{},&quot;isCut&quot;:false}\" data-lark-record-format=\"docx\/text\"><\/span><span data-mpa-action-id=\"mkwc1mygyhi\"><\/span><span data-mpa-action-id=\"mkqn0kmf15uo\"><\/span><\/p>\n<p style=\"font-size: 14px;line-height: 25px;margin-bottom: 0px;margin-top: 0px\" data-mid=\"\"><span style=\"font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-weight: normal\">\u00a0 \u00a0 \u4f5c\u8005\u4e28\u9a6c\u6653\u5b81<\/span><\/span><strong style=\"margin-right: 0px;margin-left: 0px;padding: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px;font-family: Optima-Regular, PingFangTC-light\"><span style=\"margin-right: 0px;margin-left: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.5px\"><strong style=\"margin-right: 0px;margin-left: 0px;padding: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px\"><span data-pm-slice=\"2 2 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px 16px;padding: 0px;outline: 0px;max-width: 100%;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;background-color: rgb(255, 255, 255);line-height: normal;visibility: visible;box-sizing: border-box !important;overflow-wrap: break-word !important;&quot;,&quot;data-pm-slice&quot;:&quot;0 0 []&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin-top: 0px;margin-bottom: 0px;padding: 0px;outline: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px;visibility: visible;box-sizing: border-box !important;overflow-wrap: break-word !important;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"margin-right: 0px;margin-left: 0px;padding: 0px;max-width: 100%;letter-spacing: 0.5px\"><span style=\"margin-right: 0px;margin-left: 0px;padding: 0px;max-width: 100%\"><br \/><\/span><\/span><\/strong><\/span><\/strong><\/p>\n<p style=\"font-size: 14px;line-height: 25px;margin-bottom: 0px;margin-top: 0px\" data-mid=\"\"><span style=\"font-family: Optima-Regular, PingFangTC-light\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;data-mpa-template&quot;:&quot;t&quot;,&quot;mpa-data-temp-power-by&quot;:&quot;yiban.io&quot;,&quot;mpa-data-temp-type&quot;:&quot;image&quot;,&quot;mpa-from-tpl&quot;:&quot;t&quot;,&quot;data-mpa-action-id&quot;:&quot;mbgaxk84ewm&quot;,&quot;data-pm-slice&quot;:&quot;5 1 []&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px 14px 0px 14px;&quot;,&quot;data-mid&quot;:&quot;&quot;,&quot;mpa-from-tpl&quot;:&quot;t&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;width: 100%;&quot;,&quot;data-mid&quot;:&quot;&quot;,&quot;mpa-from-tpl&quot;:&quot;t&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;para&quot;,{&quot;tagName&quot;:&quot;section&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;width: 100%;background: #F6F8FF;padding: 20px 12px 12px 12px;&quot;,&quot;data-mid&quot;:&quot;&quot;,&quot;mpa-from-tpl&quot;:&quot;t&quot;,&quot;data-mpa-action-id&quot;:&quot;mbgdp4b11wn2&quot;,&quot;data-pm-slice&quot;:&quot;0 0 []&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;yb-mpa-mark&quot;:&quot;mark-main-text&quot;,&quot;style&quot;:&quot;font-size: 14px;color: #000000;line-height: 25px;word-break: break-word;&quot;,&quot;data-mid&quot;:&quot;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\"><span style=\"color: #888888;font-weight: normal;font-family: Arial, Helvetica, sans-serif\"><span>\u00a0 \u00a0 \u7f16\u8f91\u4e28\u5c91 \u00a0 \u5cf0<\/span><\/span><\/span><\/p>\n<p style=\"font-size: 14px;line-height: 25px;text-align: right;margin: 0px 16px\" data-mid=\"\"><strong style=\"padding: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px;font-family: Optima-Regular, PingFangTC-light\" data-mpa-action-id=\"mc1ad7ht254l\"><strong style=\"padding: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px\"><span data-pm-slice=\"2 2 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin: 0px 16px;padding: 0px;outline: 0px;max-width: 100%;clear: both;min-height: 1em;color: rgba(0, 0, 0, 0.9);font-family: &quot;PingFang SC&quot;, system-ui, -apple-system, BlinkMacSystemFont, &quot;Helvetica Neue&quot;, &quot;Hiragino Sans GB&quot;, &quot;Microsoft YaHei UI&quot;, &quot;Microsoft YaHei&quot;, Arial, sans-serif;font-size: 17px;font-style: normal;font-variant-ligatures: normal;font-variant-caps: normal;font-weight: 400;letter-spacing: 0.544px;orphans: 2;text-align: justify;text-indent: 0px;text-transform: none;widows: 2;word-spacing: 0px;-webkit-text-stroke-width: 0px;white-space: normal;text-decoration-thickness: initial;text-decoration-style: initial;text-decoration-color: initial;background-color: rgb(255, 255, 255);line-height: normal;visibility: visible;box-sizing: border-box !important;overflow-wrap: break-word !important;&quot;,&quot;data-pm-slice&quot;:&quot;0 0 []&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;-webkit-tap-highlight-color: transparent;margin-top: 0px;margin-bottom: 0px;padding: 0px;outline: 0px;font-weight: bolder;max-width: 100%;letter-spacing: 0.544px;font-size: 14px;visibility: visible;box-sizing: border-box !important;overflow-wrap: break-word !important;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"padding: 0px;max-width: 100%;letter-spacing: 0.5px\"><span>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/span><\/span><\/strong><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fd9\u91cc\u6709\u4e00\u5e62\u5927\u697c\uff0c\u53eb\u505a\u6df1\u5ea6\u5b66\u4e60\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fc7\u53bb\u51e0\u5e74\uff0c\u4eba\u4eec\u4e0d\u505c\u5730\u7ed9\u5b83\u52a0\u76d6\u3001\u6269\u5efa\uff0c\u8d8a\u76d6\u8d8a\u9ad8\uff0c\u8d8a\u76d6\u8d8a\u590d\u6742\u3002\u8fd9\u5e62\u5927\u697c\u53eb Transformer\u3002\u76d6\u697c\u65f6\u7528\u4e86\u4e00\u5927\u6279\u6807\u51c6\u4ef6\uff0c\u6d6e\u70b9\u7cbe\u5ea6\u662f\u5b83\u7684\u94a2\u7b4b\uff0c\u5c42\u5f52\u4e00\u5316\u548c\u6b8b\u5dee\u8fde\u63a5\u662f\u5b83\u7684\u6df7\u51dd\u571f\uff0c\u56e0\u679c\u63a9\u7801\u662f\u5b83\u7684\u627f\u91cd\u9694\u65ad\u3002\u65c1\u8fb9\u8fd8\u6709\u4e24\u680b\u9644\u697c\uff1a\u4e00\u680b\u662f\u6269\u6563\u6a21\u578b\uff1b\u53e6\u4e00\u680b\u5f52\u4e00\u5316\u6d41\u3002\u5728\u6f2b\u957f\u7684\u65bd\u5de5\u671f\u91cc\uff0c\u4eba\u4eec\u4e0d\u65ad\u52a0\u88c5\u66f4\u7c97\u7684\u94a2\u7b4b\u3001\u66f4\u590d\u6742\u7684\u63a7\u5236\u7cfb\u7edf\uff0c\u4ee5\u4e3a\u8fd9\u6837\u505a\u5c31\u80fd\u8ba9\u8fd9\u51e0\u680b\u697c\u66f4\u7a33\u56fa\u9ad8\u5927\u7f8e\u89c2\u3002\u4f46\u662f\u8fd9\u6837\u771f\u7684\u662f\u5bf9\u7684\u5417\uff1f<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u53ef\u73b0\u5728\uff0c\u8fd9\u4e9b\u65bd\u5de5\u7684\u6536\u76ca\u8d8a\u6765\u8d8a\u5c0f\uff0c\u800c\u6709\u4eba\u5728\u9644\u697c\u91cc\u8bd5\u51fa\u4e86\u66f4\u597d\u7684\u65b0\u96f6\u4ef6\uff0c\u91cf\u5316\u3001\u53bb\u566a\u3001\u53ef\u9006\u7ea6\u675f\u90fd\u6709\u4e86\u66f4\u8f7b\u4fbf\u7684\u66ff\u4ee3\u54c1\u3002\u4e8e\u662f\uff0c\u4e00\u6279\u65bd\u5de5\u961f\u540c\u65f6\u8fdb\u573a\uff0c\u5bf9\u51c6\u8fd9\u4e9b\u6807\u51c6\u4ef6\u5f00\u5200\u3002\u4ed6\u4eec\u4e0d\u662f\u6765\u4fee\u4fee\u8865\u8865\u7684\uff0c\u800c\u662f\u95ee\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u95ee\u9898\uff1a\u8fd9\u6839\u67f1\u5b50\u3001\u8fd9\u9762\u5899\u3001\u8fd9\u5957\u7ba1\u9053\uff0c\u5230\u5e95\u662f\u771f\u627f\u91cd\uff0c\u8fd8\u662f\u53ea\u56e0\u4e3a\u4e00\u76f4\u5728\u90a3\u513f\u6240\u4ee5\u6ca1\u4eba\u52a8\uff1f<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u66f4\u6709\u610f\u601d\u7684\u662f\uff0c\u4e94\u652f\u65bd\u5de5\u961f\u53bb\u4e86\u4e0d\u540c\u7684\u697c\u5c42\u3002\u6709\u7684\u5728\u697c\u4f53\u5916\u5899\u52a8\u624b\uff0c\u62c6\u6389\u4e86\u90a3\u4e9b\u53ea\u7528\u6765\u88c5\u9970\u7684\u9884\u5236\u677f\u2014\u2014\u90a3\u662f\u63a8\u7406\u7aef\u7684\u7cbe\u5ea6\u548c\u5b9a\u5236\u7b56\u7565\u3002\u6709\u7684\u94bb\u8fdb\u8bbe\u5907\u5c42\uff0c\u91cd\u65b0\u94fa\u8bbe\u4e86\u7ba1\u7ebf\u2014\u2014\u90a3\u662f\u8bad\u7ec3\u76ee\u6807\u7684\u53c2\u6570\u5316\u65b9\u5f0f\u3002\u8fd8\u6709\u7684\u76f4\u63a5\u4e0b\u5230\u5730\u4e0b\u5ba4\uff0c\u5bf9\u7740\u5730\u57fa\u91cc\u7684\u94a2\u7b4b\u52a8\u8d77\u4e86\u5927\u9524\u2014\u2014\u90a3\u662f\u5f52\u4e00\u5316\u5c42\u548c\u53ef\u9006\u6027\u7ea6\u675f\u3002\u628a\u5b83\u4eec\u653e\u5728\u4e00\u8d77\u770b\uff0c\u4f60\u4f1a\u53d1\u73b0\u4e00\u6761\u6e05\u6670\u7684\u9012\u8fdb\u7ebf\uff1a\u6df1\u5ea6\u5b66\u4e60\u7684&#8221;\u6807\u51c6\u4ef6&#8221;\u6b63\u5728\u4ece\u5916\u56f4\u5230\u6838\u5fc3\uff0c\u88ab\u9010\u4e2a\u62c6\u6389\u3002<\/span><\/p>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpeu7j253r9\">\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mba8mvlk1t2b\">\n<section style=\"width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px 14px 0px 14px\" data-mid=\"\">\n<section style=\"display: flex;justify-content: flex-start;align-items: center;flex-direction: column\" data-mid=\"\">\n<section style=\"width: 38px;height: 38px;display: flex;justify-content: center;align-items: center;margin-bottom: -38px;margin-left: -20px\" data-mid=\"\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-a1ea2b9996b0021c08e7fef3daef01fd.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-a1ea2b9996b0021c08e7fef3daef01fd.gif\"><\/a><\/section>\n<section style=\"text-align: center\" data-mid=\"\">\n<p style=\"font-size: 36px;color: #333333;line-height: 50px\" data-mid=\"\"><strong data-mid=\"\"><span>01<\/span><\/strong><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" 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ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=41016\/#%E8%AE%AD%E7%BB%83%E7%9B%AE%E6%A0%87%E7%BF%BB%E6%A1%88%EF%BC%9A%E6%89%A9%E6%95%A3%E6%A8%A1%E5%9E%8B%EF%BC%8C%E4%BD%A0%E6%A0%B9%E6%9C%AC%E6%B2%A1%E5%9C%A8%E2%80%9D%E5%8E%BB%E5%99%AA%E2%80%9D\" >\u8bad\u7ec3\u76ee\u6807\u7ffb\u6848\uff1a\u6269\u6563\u6a21\u578b\uff0c\u4f60\u6839\u672c\u6ca1\u5728&#8221;\u53bb\u566a&#8221;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=41016\/#%E6%9E%B6%E6%9E%84%E5%B1%82%E7%9A%84%E5%9C%B0%E5%9F%BA%E6%9D%BE%E5%8A%A8%EF%BC%9A%E5%BD%92%E4%B8%80%E5%8C%96%E5%B1%82%E5%92%8C%E5%8F%AF%E9%80%86%E7%BA%A6%E6%9D%9F%EF%BC%8C%E9%83%BD%E5%8F%AF%E4%BB%A5%E4%B8%8D%E8%A6%81\" >\u67b6\u6784\u5c42\u7684\u5730\u57fa\u677e\u52a8\uff1a\u5f52\u4e00\u5316\u5c42\u548c\u53ef\u9006\u7ea6\u675f\uff0c\u90fd\u53ef\u4ee5\u4e0d\u8981<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=41016\/#%E7%BB%93%E8%AF%AD\" >\u7ed3\u8bed<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=41016\/#%E6%8A%8A%E4%BA%94%E7%AF%87%E8%AE%BA%E6%96%87%E6%94%BE%E5%9C%A8%E4%B8%80%E8%B5%B7%E7%9C%8B%EF%BC%8C%E6%9C%80%E5%80%BC%E5%BE%97%E5%85%B3%E6%B3%A8%E7%9A%84%E4%B8%8D%E6%98%AF%E5%AE%83%E4%BB%AC%E5%88%86%E5%88%AB%E6%8A%8A%E6%9F%90%E4%B8%AA%E6%8C%87%E6%A0%87%E6%8F%90%E9%AB%98%E4%BA%86%E5%A4%9A%E5%B0%91%EF%BC%8C%E8%80%8C%E6%98%AF%E5%AE%83%E4%BB%AC%E5%87%A0%E4%B9%8E%E4%B8%8D%E7%BA%A6%E8%80%8C%E5%90%8C%E5%9C%B0%E6%8C%87%E5%90%91%E5%90%8C%E4%B8%80%E4%BB%B6%E4%BA%8B%EF%BC%9A%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E4%B8%AD%E9%82%A3%E4%BA%9B%E8%A2%AB%E5%BD%93%E4%BD%9C%E2%80%9D%E6%A0%87%E5%87%86%E4%BB%B6%E2%80%9D%E8%A3%85%E9%85%8D%E8%BF%9B%E5%8E%BB%E7%9A%84%E8%AE%BE%E8%AE%A1%EF%BC%8C%E8%BF%9C%E6%B2%A1%E6%9C%89%E6%88%91%E4%BB%AC%E4%BB%A5%E4%B8%BA%E7%9A%84%E9%82%A3%E4%B9%88%E4%B8%8D%E5%8F%AF%E5%8A%A8%E6%91%87%E3%80%82\" >\u628a\u4e94\u7bc7\u8bba\u6587\u653e\u5728\u4e00\u8d77\u770b\uff0c\u6700\u503c\u5f97\u5173\u6ce8\u7684\u4e0d\u662f\u5b83\u4eec\u5206\u522b\u628a\u67d0\u4e2a\u6307\u6807\u63d0\u9ad8\u4e86\u591a\u5c11\uff0c\u800c\u662f\u5b83\u4eec\u51e0\u4e4e\u4e0d\u7ea6\u800c\u540c\u5730\u6307\u5411\u540c\u4e00\u4ef6\u4e8b\uff1a\u6df1\u5ea6\u5b66\u4e60\u4e2d\u90a3\u4e9b\u88ab\u5f53\u4f5c&#8221;\u6807\u51c6\u4ef6&#8221;\u88c5\u914d\u8fdb\u53bb\u7684\u8bbe\u8ba1\uff0c\u8fdc\u6ca1\u6709\u6211\u4eec\u4ee5\u4e3a\u7684\u90a3\u4e48\u4e0d\u53ef\u52a8\u6447\u3002<\/a><\/li><\/ul><\/nav><\/div>\n<h2 data-pm-slice=\"0 0 []\"><span class=\"ez-toc-section\" id=\"%E4%BB%8E%E6%8E%A8%E7%90%86%E7%AB%AF%E5%BC%80%E5%88%80%EF%BC%9A%E7%B2%BE%E5%BA%A6%E5%92%8C%E5%AE%9A%E5%88%B6%E7%AD%96%E7%95%A5%EF%BC%8C%E4%B8%8D%E6%98%AF%E5%BF%85%E9%A1%BB%E7%9A%84\"><\/span>\n<strong data-mid=\"\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;font-size: 18px;line-height: 25px;font-weight: bold;font-family: Optima-Regular, PingFangTC-light\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;line-height: 25px;font-weight: bold;font-family: Arial, Helvetica, sans-serif;font-size: 18px\"><span style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;color: #333333;line-height: 25px;font-weight: bold;font-family: Arial, Helvetica, sans-serif;font-size: 18px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:null},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u4ece\u63a8\u7406\u7aef\u5f00\u5200\uff1a<\/span><\/strong><\/strong><\/strong><strong data-mid=\"\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;font-size: 18px;line-height: 25px;font-family: Optima-Regular, PingFangTC-light\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;line-height: 25px;font-family: Arial, Helvetica, sans-serif\"><span style=\"justify-content: flex-start;align-items: center;flex-direction: column;line-height: 25px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:null},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u7cbe\u5ea6\u548c\u5b9a\u5236\u7b56\u7565\uff0c\u4e0d\u662f\u5fc5\u987b\u7684<\/span><\/strong><\/strong><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6700\u5148\u88ab\u8d28\u7591\u7684\u6807\u51c6\u4ef6\uff0c\u662f\u90a3\u4e9b\u770b\u8d77\u6765\u6700&#8221;\u6280\u672f\u6027&#8221;\u7684\uff0c\u6bd4\u5982\u8bf4\uff0c\u6d6e\u70b9\u7cbe\u5ea6\u7684\u77e9\u9635\u4e58\u6cd5\uff0c\u548c\u9488\u5bf9\u4e0d\u540c\u67b6\u6784\u624b\u5de5\u8c03\u53c2\u7684\u91cf\u5316\u7b56\u7565\u3002\u8fd9\u4e9b\u56e0\u4e3a\u4e0d\u6d89\u53ca\u201c\u6a21\u578b\u4e3a\u4ec0\u4e48\u80fdwork\u201d\u7684\u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\uff0c\u770b\u8d77\u6765\u53ea\u662f\u4f18\u5316\u6548\u7387\u3001\u8282\u7701\u7b97\u529b\uff0c\u6240\u4ee5\u6700\u5bb9\u6613\u88ab\u4eba\u5f53\u6210\u201c\u666e\u901a\u7684\u5de5\u7a0b\u4f18\u5316\u201d\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u4f46 CVPR 2026 \u7684\u8fd9\u4e24\u7bc7\u8bba\u6587\u544a\u8bc9\u6211\u4eec\uff0c\u8fdc\u4e0d\u6b62&#8221;\u6a21\u578b\u53ef\u4ee5\u66f4\u7701&#8221;\u8fd9\u4e48\u7b80\u5355\u3002<\/span><\/p>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpeu99z89f9\">\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><strong><span data-pm-slice=\"1 1 [&quot;heading&quot;,{&quot;tagName&quot;:&quot;h3&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;,&quot;level&quot;:3}]\"><span style=\"color: #4499E7;font-weight: bold\">\u258e<\/span><\/span><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #4499E7\">BinaryAttention\uff1a1-bit \u6ce8\u610f\u529b\uff0c\u6bd4\u5168\u7cbe\u5ea6\u8fd8\u80fd\u6253<\/span><\/span><\/strong><\/p>\n<\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">Transformer \u7684\u6ce8\u610f\u529b\u6a21\u5757\u4e00\u76f4\u662f\u7b97\u529b\u9ed1\u6d1e\u3002Query \u548c Key \u505a\u77e9\u9635\u4e58\u6cd5\uff0c\u8ba1\u7b97\u91cf\u968f\u5e8f\u5217\u957f\u5ea6\u5e73\u65b9\u589e\u957f\uff0c\u5728\u9ad8\u5206\u8fa8\u7387\u89c6\u89c9\u4efb\u52a1\u548c\u591a\u6b65\u6269\u6563\u751f\u6210\u91cc\u5c24\u5176\u8981\u547d\u3002\u666e\u901a\u5de5\u7a0b\u4f18\u5316\u7684\u903b\u8f91\uff1a\u7b2c\u4e00\u6b65\u662f FlashAttention\uff0c\u7528 IO \u4f18\u5316\u628a\u8bbf\u5b58\u74f6\u9888\u62c6\u6389\uff1b\u7b2c\u4e8c\u6b65\u662f\u91cf\u5316\uff0c\u628a FP32 \u538b\u6210 INT8\u3001INT4\uff0c\u4f4e\u6bd4\u7279\u6846\u67b6\u5185\uff0c\u7cbe\u5ea6\u964d\u4e86\uff0c\u4f46\u603b\u7b97\u8fd8\u80fd\u7528\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u518d\u5f80\u4e0b\u538b\uff0c\u5c31\u8981\u628a Q \u548c K \u538b\u6210\u53ea\u6709\u6b63\u8d1f\u4e24\u79cd\u72b6\u6001\u7684 1-bit\u3002\u8fd9\u6761\u8def\u51e0\u4e4e\u6ca1\u4eba\u6562\u8d70\u3002\u76f4\u89c9\u4e0a\u592a\u53cd\u5e38\u8bc6\u4e86\uff1a\u4e00\u4e2a\u8fde\u7eed\u5b9e\u6570\u53d8\u6210\u4e00\u4e2a\u6b63\u8d1f\u53f7\uff0c\u4fe1\u606f\u635f\u5931\u90a3\u4e48\u5927\uff0c\u6ce8\u610f\u529b\u8fd8\u80fd\u7b97\u5bf9\u5417\uff1f<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">BinaryAttention \u7ed9\u51fa\u7684\u7b54\u6848\u662f\uff1a\u4e0d\u4ec5\u7b97\u5f97\u5bf9\uff0c\u8fd8\u80fd\u7b97\u5f97\u66f4\u5feb\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fd9\u7bc7\u6765\u81ea Chaodong Xiao\u3001Zhengqiang Zhang \u548c Lei Zhang \u7684\u8bba\u6587\uff0c\u9996\u5148\u4ece\u7406\u8bba\u4e0a\u8bba\u8bc1\u4e86\u4e00\u4e2a\u5173\u952e\u547d\u9898\u2014\u2014\u6ce8\u610f\u529b\u673a\u5236\u7684\u6838\u5fc3\u903b\u8f91\u662f\u8ba1\u7b97 Q \u548c K \u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u5173\u7cfb\uff0c\u800c\u8fd9\u4e2a\u76f8\u4f3c\u5ea6\u5173\u7cfb\u5728\u4e8c\u503c\u5316\u4e4b\u540e\u4f9d\u7136\u80fd\u88ab\u6709\u6548\u4fdd\u7559\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-9fc5ff48e38ad0bd570ead1dc8a49ef5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-9fc5ff48e38ad0bd570ead1dc8a49ef5.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6362\u53e5\u8bdd\u8bf4\uff0c&#8221;\u8fd9\u4e24\u4e2a\u4f4d\u7f6e\u76f8\u5173\u4e0d\u76f8\u5173&#8221;\u8fd9\u4ef6\u4e8b\uff0c\u4e0d\u9700\u8981\u7cbe\u786e\u5230\u5c0f\u6570\u70b9\u540e\u51e0\u4f4d\uff0c\u4e00\u4e2a\u6b63\u8d1f\u53f7\u5c31\u80fd\u6355\u6349\u5230\u6700\u6838\u5fc3\u7684\u4fe1\u606f\u3002\u57fa\u4e8e\u8fd9\u4e2a\u7406\u8bba\u652f\u6491\uff0cBinaryAttention \u53ea\u4fdd\u7559 Q \u548c K \u7684\u7b26\u53f7\uff0c\u5c06\u4f20\u7edf\u6d6e\u70b9\u77e9\u9635\u4e58\u6cd5\u66ff\u6362\u4e3a XNOR \u52a0 popcount \u7684\u4f4d\u8fd0\u7b97\uff0c\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u4e86\u6ce8\u610f\u529b\u7684\u8ba1\u7b97\u65b9\u5f0f\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5f53\u7136\uff0c1-bit \u91cf\u5316\u5e26\u6765\u7684\u4fe1\u606f\u635f\u5931\u662f\u5ba2\u89c2\u5b58\u5728\u7684\u3002\u4e3a\u4e86\u5f25\u8865\u8fd9\u4e00\u70b9\uff0c\u8bba\u6587\u5f15\u5165\u4e86\u53ef\u5b66\u4e60\u7684\u504f\u7f6e\u9879\u8fdb\u884c\u8865\u507f\uff0c\u540c\u65f6\u91c7\u7528\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\u8ba9\u6a21\u578b\u5b66\u4f1a&#8221;\u7528 1-bit \u601d\u8003&#8221;\uff0c\u5e76\u7528\u81ea\u84b8\u998f\u6280\u672f\u4ee5\u5168\u7cbe\u5ea6\u6a21\u578b\u4e3a\u6559\u5e08\uff0c\u786e\u4fdd\u91cf\u5316\u540e\u7684\u7b26\u53f7\u76f8\u4f3c\u6027\u4e0e\u5168\u7cbe\u5ea6\u4fdd\u6301\u4e00\u81f4\u3002<\/span><\/p>\n<p style=\"text-align: left;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6574\u4e2a\u8bbe\u8ba1\u652f\u6301\u7aef\u5230\u7aef\u7684\u524d\u5411\u4f20\u64ad\u52a0\u901f\uff0c\u4e0d\u9700\u8981\u989d\u5916\u7684\u63a8\u7406\u6b65\u9aa4\u3002\u5b9e\u9a8c\u7ed3\u679c\u4ee4\u4eba\u610f\u5916\uff1a\u5728 A100 GPU \u4e0a\uff0cBinaryAttention \u6bd4 FlashAttention2 \u5feb 2 \u500d\u4ee5\u4e0a\uff0c\u800c\u5728\u89c6\u89c9\u548c\u6269\u6563 Transformer \u7684\u5e7f\u6cdb\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c1-bit \u6ce8\u610f\u529b\u4e0d\u4ec5\u80fd\u7ef4\u6301\u7cbe\u5ea6\uff0c\u5728\u90e8\u5206\u4efb\u52a1\u4e0a\u751a\u81f3\u8d85\u8fc7\u4e86\u5168\u7cbe\u5ea6\u7248\u672c\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fd9\u7bc7\u8bba\u6587\u6253\u7834\u4e86&#8221;\u4f4e\u6bd4\u7279\u5fc5\u7136\u727a\u7272\u7cbe\u5ea6&#8221;\u7684\u884c\u4e1a\u5e38\u8bc6\uff0c\u628a\u201c\u91cf\u5316\u201d\u4ece\u4e00\u4e2a\u5de5\u7a0b\u538b\u7f29\u95ee\u9898\uff0c\u63d0\u5347\u5230\u4e86\u201c\u91cd\u65b0\u53d1\u73b0\u8ba1\u7b97\u672c\u8d28\u201d\u7684\u7406\u8bba\u5c42\u9762\u3002<\/span><\/p>\n<ul style=\"list-style-type: circle\" class=\" list-paddingleft-2\">\n<ul style=\"list-style-type: disc\" class=\" list-paddingleft-2\">\n<li>\n<p style=\"text-align: justify;margin: 16px 16px 0px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"font-size: 14px\"><span><span style=\"color: #888888;font-style: italic\">arXiv \u8bba\u6587\u9875\u9762\uff1a<\/span><\/span><\/span><\/span><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">https:\/\/arxiv.org\/abs\/2603.09582<\/span><\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 14px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u9879\u76ee\u4ee3\u7801\u4ed3\u5e93\uff1a<\/span><\/span><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"font-size: 14px\"><span><span style=\"color: #888888;font-style: italic\">EdwardChasel\/BinaryAttention<\/span><\/span><\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<\/ul>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpeua0hp1b9w\">\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><strong><span data-pm-slice=\"1 1 [&quot;heading&quot;,{&quot;tagName&quot;:&quot;h3&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;,&quot;level&quot;:3}]\"><span style=\"color: #4499E7;font-weight: bold\">\u258e<\/span><\/span><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #4499E7\">SegQuant\uff1a\u91cf\u5316\u4e0d\u9700\u8981\u7ed9\u6bcf\u4e2a\u6a21\u578b\u5355\u72ec\u5f00\u836f\u65b9<\/span><\/span><\/strong><\/p>\n<\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u53e6\u4e00\u7bc7\u8bba\u6587\u4e2d\uff0cSegQuant \u6311\u6218\u4e86\u53e6\u4e00\u4e2a\u6807\u51c6\u4ef6\uff1a\u91cf\u5316\u7b56\u7565\u5fc5\u987b\u9488\u5bf9\u6bcf\u4e2a\u67b6\u6784\u624b\u5de5\u5b9a\u5236\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\uff0c\u5982\u679c\u4f60\u8981\u5bf9\u4e00\u4e2a\u6a21\u578b\u505a\u91cf\u5316\uff08\u6bd4\u5982\u628a32\u4f4d\u6d6e\u70b9\u6570\u538b\u7f29\u62108\u4f4d\u62164\u4f4d\u6574\u6570\uff09\uff0c\u90a3\u4e48\u4f60\u51e0\u4e4e\u5fc5\u987b\u9488\u5bf9\u8fd9\u4e2a\u6a21\u578b\u7684\u5177\u4f53\u67b6\u6784\uff0c\u624b\u5de5\u53bb\u8c03\u6574\u91cf\u5316\u53c2\u6570\uff08\u6bd4\u5982\u6bcf\u4e00\u5c42\u7684\u7f29\u653e\u56e0\u5b50\u3001\u96f6\u70b9\u4f4d\u7f6e\u3001\u4f4d\u5bbd\u5206\u914d\u7b49\uff09\u3002\u4e0d\u540c\u67b6\u6784\u5dee\u5f02\u8d8a\u5927\uff0c\u624b\u5de5\u8c03\u53c2\u7684\u5de5\u4f5c\u91cf\u5c31\u8d8a\u91cd\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u800c\u6269\u6563\u6a21\u578b\u8fd9\u4e2a\u9886\u57df\uff0cSDXL\u3001DiT\u3001PixArt\u7b49\u6a21\u578b\u67b6\u6784\u53d8\u5f97\u975e\u5e38\u591a\u6837\u4e14\u5dee\u5f02\u5de8\u5927\uff0c\u8ba9\u8fd9\u4e2a\u95ee\u9898\u96ea\u4e0a\u52a0\u971c\u3002\u7ed9\u4e00\u4e2a\u6a21\u578b\u8c03\u53c2\u4e4b\u540e\uff0c\u6362\u4e2a\u6a21\u578b\u5c31\u5f97\u91cd\u65b0\u6765\u4e00\u904d\u3002\u66f4\u9ebb\u70e6\u7684\u662f\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u4f9d\u8d56\u5927\u91cf\u4eba\u5de5\u8bbe\u5b9a\u7684\u542f\u53d1\u5f0f\u89c4\u5219\uff0c\u548c\u4e3b\u6d41\u5de5\u4e1a\u90e8\u7f72\u5de5\u5177\u4e5f\u4e0d\u517c\u5bb9\uff0c\u60f3\u771f\u6b63\u628a\u91cf\u5316\u585e\u8fdb\u751f\u4ea7\u7ebf\uff0c\u95e8\u69db\u6781\u9ad8\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6d59\u5927 OptiSys \u56e2\u961f\u63d0\u51fa\u7684 SegQuant\uff0c\u6838\u5fc3\u601d\u8def\u662f\u8ba9\u91cf\u5316\u7b56\u7565\u4ece\u6a21\u578b\u7684\u8ba1\u7b97\u56fe\u91cc\u81ea\u52a8&#8221;\u8bfb&#8221;\u51fa\u6765\uff0c\u800c\u4e0d\u662f\u9760\u4eba\u5de5\u62cd\u8111\u888b\u3002SegQuant \u7531\u4e24\u4e2a\u7ec4\u4ef6\u6784\u6210\uff1aSegLinear \u548c DualScale\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-704e6fc15d2915318293c8f561b2eb94.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-704e6fc15d2915318293c8f561b2eb94.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">SegLinear \u662f\u4e00\u79cd\u57fa\u4e8e\u6bb5\u7684\u56fe\u91cf\u5316\u7b56\u7565\uff0c\u5b83\u5206\u6790\u6a21\u578b\u7684\u9759\u6001\u8ba1\u7b97\u56fe\uff0c\u81ea\u52a8\u6355\u83b7\u7ebf\u6027\u5c42\u7684\u8bed\u4e49\u7ed3\u6784\uff0c\u8bc6\u522b\u51fa\u54ea\u4e9b\u5c42\u529f\u80fd\u7c7b\u4f3c\u3001\u54ea\u4e9b\u5c42\u5728\u7a7a\u95f4\u5206\u5e03\u4e0a\u5dee\u5f02\u663e\u8457\uff0c\u7136\u540e\u636e\u6b64\u4e3a\u4e0d\u540c\u5c42\u5206\u914d\u4e0d\u540c\u7684\u91cf\u5316\u914d\u7f6e\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e0d\u9700\u8981\u624b\u5199\u89c4\u5219\uff0c\u5b8c\u5168\u7531\u56fe\u62d3\u6251\u9a71\u52a8\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">DualScale \u5219\u4e13\u95e8\u5bf9\u4ed8\u6269\u6563\u6a21\u578b\u91cf\u5316\u91cc\u4e00\u4e2a\u8001\u5927\u96be\u95ee\u9898\uff1a\u6fc0\u6d3b\u5206\u5e03\u7684\u6781\u6027\u4e0d\u5bf9\u79f0\u3002\u6269\u6563\u6a21\u578b\u4e2d\u5f88\u591a\u5c42\u7684\u6fc0\u6d3b\u503c\u6b63\u8d1f\u4e24\u4fa7\u5f62\u72b6\u5dee\u5f02\u6781\u5927\uff0c\u5982\u679c\u7528\u540c\u4e00\u5957\u91cf\u5316\u5c3a\u5ea6\u53bb\u91cf\uff0c\u5fc5\u7136\u4f1a\u6709\u4e00\u4fa7\u88ab\u4e25\u91cd\u5931\u771f\u3002DualScale \u7528\u53cc\u5c3a\u5ea6\u5206\u522b\u6821\u51c6\u6b63\u8d1f\u4e24\u4fa7\uff0c\u4e13\u95e8\u4fdd\u4f4f\u89c6\u89c9\u8f93\u51fa\u7684\u4fdd\u771f\u5ea6\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">SegLinear \u8bc1\u660e\u4e86\u91cf\u5316\u914d\u7f6e\u53ef\u4ee5\u4ece\u8ba1\u7b97\u56fe\u81ea\u52a8\u8bfb\u53d6\uff0c\u65e0\u9700\u4eba\u5de5\u7ecf\u9a8c\u3002DualScale\u63ed\u793a\u4e86\u4f20\u7edf\u91cf\u5316\u5931\u6548\u7684\u6839\u672c\u539f\u56e0\u662f\u5ffd\u7565\u4e86\u6b63\u8d1f\u5206\u5e03\u7684\u72ec\u7acb\u6027\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u4e2a\u66f4\u5408\u7406\u7684\u57fa\u672c\u5f62\u5f0f\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">SegQuant \u7684\u610f\u4e49\u662f\u7b2c\u4e00\u6b21\u6709\u4eba\u628a\u6269\u6563\u6a21\u578b\u91cf\u5316\u505a\u6210\u4e86\u4e00\u4e2a\u771f\u6b63\u8de8\u67b6\u6784\u901a\u7528\u7684\u6846\u67b6\uff0c\u540c\u4e00\u5957\u65b9\u6cd5\u9002\u914d UNet \u7cfb\u548c DiT \u7cfb\uff0c\u65e0\u9700\u4e3a\u6bcf\u4e2a\u6a21\u578b\u5355\u72ec\u8c03\u53c2\u3002\u540c\u65f6\uff0c\u8bba\u6587\u4ece\u4e00\u5f00\u59cb\u5c31\u6309\u5de5\u4e1a\u90e8\u7f72\u7684\u6807\u51c6\u8bbe\u8ba1\uff0c\u4e0e\u4e3b\u6d41\u90e8\u7f72\u5de5\u5177\u65e0\u7f1d\u517c\u5bb9\u3002\u8fd9\u610f\u5473\u7740 SegQuant \u4e0d\u662f\u4e00\u7bc7\u53ea\u6d3b\u5728\u8bba\u6587\u91cc\u7684\u65b9\u6cd5\uff0c\u800c\u662f\u53ef\u4ee5\u76f4\u63a5\u63a8\u8fdb\u5230\u751f\u4ea7\u7ebf\u4e0a\u7684\u5de5\u5177\u3002<\/span><\/p>\n<ul style=\"list-style-type: circle\" class=\" list-paddingleft-2\">\n<ul style=\"list-style-type: disc\" class=\" list-paddingleft-2\">\n<li>\n<p style=\"text-align: justify;margin: 16px 16px 0px;line-height: 1.75em\"><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">arXiv \u8bba\u6587\u9875\u9762\uff1a<\/span><\/span><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">https:\/\/arxiv.org\/abs\/2507.14811<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u9879\u76ee\u4ee3\u7801\u4ed3\u5e93\uff1a<\/span><\/span><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">https:\/\/github.com\/OptiSys-ZJU\/segquant<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<\/ul>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpeuau7jp9e\">\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mba8mvlk1t2b\">\n<section style=\"width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px 14px 0px 14px\" data-mid=\"\">\n<section style=\"display: flex;justify-content: flex-start;align-items: center;flex-direction: column\" data-mid=\"\">\n<section style=\"width: 38px;height: 38px;display: flex;justify-content: center;align-items: center;margin-bottom: -38px;margin-left: -20px\" data-mid=\"\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-96a241f5351571e1aa8e34c18e602ed5.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-96a241f5351571e1aa8e34c18e602ed5.gif\"><\/a><\/section>\n<section style=\"text-align: center\" data-mid=\"\">\n<p style=\"font-size: 36px;color: #333333;line-height: 50px\" data-mid=\"\"><strong data-mid=\"\"><span>02<\/span><\/strong><\/p>\n<h2 data-pm-slice=\"0 0 []\"><span class=\"ez-toc-section\" id=\"%E8%AE%AD%E7%BB%83%E7%9B%AE%E6%A0%87%E7%BF%BB%E6%A1%88%EF%BC%9A%E6%89%A9%E6%95%A3%E6%A8%A1%E5%9E%8B%EF%BC%8C%E4%BD%A0%E6%A0%B9%E6%9C%AC%E6%B2%A1%E5%9C%A8%E2%80%9D%E5%8E%BB%E5%99%AA%E2%80%9D\"><\/span>\n<strong data-mid=\"\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;font-size: 18px;line-height: 25px;font-weight: bold;font-family: Optima-Regular, PingFangTC-light\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;h2&quot;,&quot;attributes&quot;:{&quot;data-pm-slice&quot;:&quot;0 0 []&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"font-family: Arial, Helvetica, sans-serif;font-size: 18px\" data-mpa-action-id=\"mlgc6gs8lua\">\u8bad\u7ec3\u76ee\u6807\u7ffb\u6848\uff1a<\/span><\/strong><\/strong><strong data-mid=\"\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;font-size: 18px;line-height: 25px;font-family: Optima-Regular, PingFangTC-light\"><span data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;h2&quot;,&quot;attributes&quot;:{&quot;data-pm-slice&quot;:&quot;0 0 []&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\" style=\"font-family: Arial, Helvetica, sans-serif\" data-mpa-action-id=\"mlgc6gs8lua\">\u6269\u6563\u6a21\u578b\uff0c\u4f60\u6839\u672c\u6ca1\u5728&#8221;\u53bb\u566a&#8221;<\/span><\/strong><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u63a8\u7406\u7aef\u7684\u6807\u51c6\u4ef6\u88ab\u62c6\u6389\u4e4b\u540e\uff0c\u63a5\u4e0b\u6765\u88ab\u8d28\u7591\u7684\uff0c\u4e0d\u518d\u662f\u600e\u4e48\u8dd1\u6a21\u578b\uff0c\u800c\u662f\u6a21\u578b\u7684\u76ee\u6807\u672c\u8eab\u5230\u5e95\u5bf9\u4e0d\u5bf9\u3002\u800c\u8fd9\u4e00\u5200\uff0c\u5207\u5230\u4e86\u6269\u6563\u6a21\u578b\u6700\u6839\u672c\u7684\u8bad\u7ec3\u8303\u5f0f\u4e0a\u3002<\/span><\/p>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpeubkkicof\">\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><strong><span data-pm-slice=\"1 1 [&quot;heading&quot;,{&quot;tagName&quot;:&quot;h3&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;,&quot;level&quot;:3}]\"><span style=\"color: #4499E7;font-weight: bold\">\u258e<\/span><\/span><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #4499E7\">JiT\uff1a\u9884\u6d4b\u566a\u58f0\u8fd8\u662f\u9884\u6d4b\u5e72\u51c0\u56fe\u50cf\uff1f\u8fd9\u4e2a\u95ee\u9898\u6bd4\u4f60\u60f3\u7684\u66f4\u91cd\u8981<\/span><\/span><\/strong><\/p>\n<\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6269\u6563\u6a21\u578b\u7684\u540d\u5b57\u91cc\u6709&#8221;\u53bb\u566a&#8221;\u4e24\u4e2a\u5b57\uff0c\u4f46\u65e9\u671f\u7814\u7a76\u666e\u904d\u9009\u62e9\u8ba9\u6a21\u578b\u9884\u6d4b\u566a\u58f0\uff0c\u800c\u4e0d\u662f\u5e72\u51c0\u56fe\u50cf\u3002\u5728\u6280\u672f\u4e0a\uff0c\u8fd9\u4e24\u79cd\u53c2\u6570\u5316\u662f\u7b49\u4ef7\u7684\uff0c\u53ef\u4ee5\u76f8\u4e92\u8f6c\u6362\uff0c\u6240\u4ee5\u4e00\u76f4\u6ca1\u4eba\u6df1\u7a76\uff1a\u9009\u54ea\u4e2a\u771f\u7684\u5b8c\u5168\u4e00\u6837\u5417\uff1f<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">Kaiming He \u548c Tianhong Li \u5728\u8fd9\u7bc7\u8bba\u6587\u91cc\u6307\u51fa\uff1a\u4e24\u8005\u5728\u5b9e\u9645\u6548\u679c\u4e0a\u5e76\u4e0d\u7b49\u4ef7\uff0c\u5dee\u5f02\u85cf\u5728\u6d41\u5f62\u51e0\u4f55\u91cc\u3002\u6d41\u5f62\u5047\u8bbe\uff08Manifold Hypothesis\uff09\u544a\u8bc9\u6211\u4eec\uff0c\u81ea\u7136\u56fe\u50cf\u5206\u5e03\u5728\u9ad8\u7ef4\u7a7a\u95f4\u91cc\u7684\u4e00\u4e2a\u4f4e\u7ef4\u6d41\u5f62\u4e0a\u3002\u5e72\u51c0\u56fe\u50cf\u4f4f\u5728\u8fd9\u4e2a\u6d41\u5f62\u4e0a\uff0c\u800c\u52a0\u4e86\u566a\u58f0\u7684\u4e2d\u95f4\u72b6\u6001\u5219\u504f\u79bb\u4e86\u6d41\u5f62\uff0c\u662f&#8221;\u98d8\u51fa\u53bb&#8221;\u7684\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-2989e929e70be9146926bec0f6bc4672.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-2989e929e70be9146926bec0f6bc4672.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fd9\u610f\u5473\u7740\uff0c\u5f53\u6a21\u578b\u7684\u8bad\u7ec3\u76ee\u6807\u662f\u9884\u6d4b\u5e26\u566a\u91cf\u65f6\uff0c\u5b83\u8981\u5728\u4e00\u4e2a\u5f25\u6563\u7684\u9ad8\u7ef4\u7a7a\u95f4\u91cc\u5de5\u4f5c\uff0c\u7f51\u7edc\u5bb9\u91cf\u4e0d\u591f\u5c31\u4f1a\u707e\u96be\u6027\u5931\u8d25\uff1b\u800c\u5982\u679c\u76ee\u6807\u662f\u9884\u6d4b\u5e72\u51c0\u56fe\u50cf\uff0c\u76ee\u6807\u59cb\u7ec8\u5728\u6d41\u5f62\u4e0a\uff0c\u5373\u4fbf\u7f51\u7edc\u5bb9\u91cf\u6709\u9650\u4e5f\u80fd\u6709\u6548\u5efa\u6a21\u3002\u8fd9\u4e0d\u662f\u5de5\u7a0b\u7ec6\u8282\u7684\u5dee\u5f02\uff0c\u800c\u662f\u6570\u5b66\u672c\u8d28\u7684\u5dee\u5f02\uff0c\u56e0\u4e3a\u9884\u6d4b\u566a\u58f0\u662f\u5728\u6d41\u5f62\u4e4b\u5916\u5bfb\u627e\u4e00\u4e2a\u5f25\u6563\u7684\u76ee\u6807\uff0c\u9884\u6d4b\u5e72\u51c0\u56fe\u50cf\u662f\u5728\u6d41\u5f62\u4e4b\u4e0a\u5bfb\u627e\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u76ee\u6807\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u57fa\u4e8e\u8fd9\u4e2a\u6d1e\u5bdf\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u4e86 JiT\uff08Just image Transformers\uff09\uff1a\u76f4\u63a5\u7528\u5927 patch \u7684 Transformer \u5904\u7406\u539f\u59cb\u50cf\u7d20\uff0c\u8bad\u7ec3\u76ee\u6807\u5c31\u662f\u9884\u6d4b\u5e72\u51c0\u56fe\u50cf\uff0c\u635f\u5931\u51fd\u6570\u53ea\u6709\u7b80\u5355\u7684 MSE\u3002\u6ca1\u6709 VAE \u6216 Tokenizer \u505a\u6f5c\u7a7a\u95f4\u538b\u7f29\uff0c\u6ca1\u6709\u9884\u8bad\u7ec3\u6743\u91cd\uff0c\u6ca1\u6709\u989d\u5916\u7684\u6b63\u5219\u5316\u635f\u5931\u3002\u8fd9\u662f\u4e00\u79cd\u6781\u7b80\u5316\u7684\u8bbe\u8ba1\u65b9\u5f0f\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5728 ImageNet 256 \u548c 512 \u5206\u8fa8\u7387\u4e0a\uff0cJiT \u90fd\u53d6\u5f97\u4e86\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c\uff0c\u5c24\u5176\u662f 32\u00d732 \u7684\u5927 patch \u5728 512 \u5206\u8fa8\u7387\u4e0b\u4f9d\u7136\u8868\u73b0\u826f\u597d\uff0c\u8fd9\u6253\u7834\u4e86&#8221;\u9ad8\u5206\u8fa8\u7387\u5fc5\u987b\u5148\u538b\u7f29\u5230\u6f5c\u7a7a\u95f4&#8221;\u7684\u901a\u884c\u505a\u6cd5\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">JiT \u7684\u610f\u4e49\u8fdc\u4e0d\u6b62\u4e00\u7ec4\u5b9e\u9a8c\u6570\u636e\u3002\u5b83\u771f\u6b63\u52a8\u6447\u7684\u662f\u6574\u4e2a\u6269\u6563\u6a21\u578b\u7684\u8bad\u7ec3\u8303\u5f0f\uff1a\u8fc7\u53bb\u51e0\u5e74\uff0c\u4ece LDM \u5230 DiT \u5230 SDXL\uff0c\u6240\u6709\u4eba\u90fd\u5728\u6cbf\u7740&#8221;\u5148\u538b\u7f29\u3001\u518d\u9884\u6d4b\u566a\u58f0&#8221;\u7684\u8def\u7ebf\u8d70\uff0c\u6ca1\u4eba\u610f\u8bc6\u5230\u5b83\u53ef\u80fd\u662f\u4e00\u4e2a\u6b21\u4f18\u89e3\u3002\u800c JiT \u544a\u8bc9\u6211\u4eec\uff0c\u8fd9\u6761\u8def\u7ebf\u7684\u81ea\u7136\u6027\u662f\u865a\u5047\u7684\uff0c\u867d\u7136\u5b83\u662f\u5728\u6570\u5b66\u4e0a\u7b49\u4ef7\u7684\uff0c\u4f46\u5728\u51e0\u4f55\u4e0a\u5374\u4e0d\u662f\u6700\u4f18\u7684\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cJiT \u7684\u6781\u7b80\u8bbe\u8ba1\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u8bba\u8bc1\uff1a\u5f53\u53bb\u6389 Tokenizer\u3001\u53bb\u6389\u9884\u8bad\u7ec3\u3001\u53bb\u6389\u590d\u6742\u635f\u5931\uff0c\u6a21\u578b\u4f9d\u7136\u80fd\u5de5\u4f5c\u5f97\u5f88\u597d\uff0c\u5c31\u5f15\u53d1\u4e86\u8d8a\u6765\u8d8a\u591a\u7684\u8d28\u7591\uff1a\u90a3\u4e9b\u88ab\u52a0\u8fdb\u6765\u7684\u7ec4\u4ef6\uff0c\u6709\u591a\u5c11\u662f\u771f\u6b63\u5fc5\u8981\u7684\uff0c\u53c8\u6709\u591a\u5c11\u53ea\u662f\u5728\u4e3a\u4e00\u4e2a\u6b21\u4f18\u7684\u8bad\u7ec3\u76ee\u6807\u505a\u8865\u507f\uff1f<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5982\u679c\u8bf4 BinaryAttention \u548c SegQuant \u662f\u5728\u63a8\u7406\u7aef\u62c6\u6389\u6807\u51c6\u4ef6\uff0c\u90a3 JiT \u5c31\u662f\u5728\u8bad\u7ec3\u76ee\u6807\u4e0a\u7ffb\u6848\u2014\u2014\u5b83\u8d28\u7591\u7684\u4e0d\u662f&#8221;\u600e\u4e48\u505a&#8221;\uff0c\u800c\u662f&#8221;\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a&#8221;\u3002\u8fd9\u4e2a\u5c42\u6b21\u7684\u8d28\u7591\uff0c\u5f71\u54cd\u8981\u6bd4\u63a8\u7406\u4f18\u5316\u6df1\u8fdc\u5f97\u591a\u3002\u800c\u5f53\u8fd9\u79cd\u8d28\u7591\u7ee7\u7eed\u5f80\u6df1\u5904\u63a8\u8fdb\uff0c\u5c31\u4f1a\u89e6\u53ca\u6a21\u578b\u67b6\u6784\u6700\u5e95\u5c42\u7684\u90a3\u4e9b&#8221;\u9ed8\u8ba4\u8bbe\u7f6e&#8221;\u3002<\/span><\/p>\n<ul style=\"list-style-type: circle\" class=\" list-paddingleft-2\">\n<ul style=\"list-style-type: disc\" class=\" list-paddingleft-2\">\n<li>\n<p style=\"text-align: justify;margin: 16px 16px 0px;line-height: 1.75em\"><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">arXiv \u8bba\u6587\u9875\u9762\uff1a<\/span><\/span><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">https:\/\/arxiv.org\/abs\/2511.13720<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u9879\u76ee\u4ee3\u7801\u4ed3\u5e93\uff1a<\/span><\/span><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">https:\/\/github.com\/LTH14\/JiT<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<\/ul>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpeuc0w01u9f\">\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mba8mvlk1t2b\">\n<section style=\"width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px 14px 0px 14px\" data-mid=\"\">\n<section style=\"display: flex;justify-content: flex-start;align-items: center;flex-direction: column\" data-mid=\"\">\n<section style=\"width: 38px;height: 38px;display: flex;justify-content: center;align-items: center;margin-bottom: -38px;margin-left: -20px\" data-mid=\"\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-9821ab2194e595256293d226b9c06a5a.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-9821ab2194e595256293d226b9c06a5a.gif\"><\/a><\/section>\n<section style=\"text-align: center\" data-mid=\"\">\n<p style=\"font-size: 36px;color: #333333;line-height: 50px\" data-mid=\"\"><strong data-mid=\"\"><span>03<\/span><\/strong><\/p>\n<h2 data-pm-slice=\"0 0 []\"><span class=\"ez-toc-section\" id=\"%E6%9E%B6%E6%9E%84%E5%B1%82%E7%9A%84%E5%9C%B0%E5%9F%BA%E6%9D%BE%E5%8A%A8%EF%BC%9A%E5%BD%92%E4%B8%80%E5%8C%96%E5%B1%82%E5%92%8C%E5%8F%AF%E9%80%86%E7%BA%A6%E6%9D%9F%EF%BC%8C%E9%83%BD%E5%8F%AF%E4%BB%A5%E4%B8%8D%E8%A6%81\"><\/span>\n<strong data-mid=\"\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;font-size: 18px;line-height: 25px;font-weight: bold;font-family: Optima-Regular, PingFangTC-light\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;line-height: 25px;font-weight: bold;font-family: Arial, Helvetica, sans-serif;font-size: 18px\"><span style=\"justify-content: flex-start;align-items: center;flex-direction: column;text-align: center;color: #333333;line-height: 25px;font-weight: bold;font-family: Arial, Helvetica, sans-serif;font-size: 18px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:null},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u67b6\u6784\u5c42\u7684\u5730\u57fa\u677e\u52a8\uff1a<\/span><\/strong><\/strong><\/strong><strong data-mid=\"\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;font-size: 18px;line-height: 25px;font-family: Optima-Regular, PingFangTC-light\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;line-height: 25px;font-family: Arial, Helvetica, sans-serif\"><span style=\"justify-content: flex-start;align-items: center;flex-direction: column;line-height: 25px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:null},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u5f52\u4e00\u5316\u5c42\u548c\u53ef\u9006\u7ea6\u675f\uff0c\u90fd\u53ef\u4ee5\u4e0d\u8981<\/span><\/strong><\/strong><\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u524d\u9762\u4e09\u7bc7\u8bba\u6587\u8bf4\u7684\u662f\u63a8\u7406\u7aef\u548c\u8bad\u7ec3\u76ee\u6807\u7684\u6807\u51c6\u4ef6\uff0c\u63a5\u4e0b\u6765\u8981\u4ecb\u7ecd\u7684\u4e24\u7bc7\u8bba\u6587\uff0c\u5219\u662f\u5728\u63a2\u8ba8\u5f52\u4e00\u5316\u5c42\u548c\u53ef\u9006\u6027\u7ea6\u675f\u7684\u6807\u51c6\u4ef6\u3002\u5f52\u4e00\u5316\u5c42\u5728Transformer\u91cc\u5df2\u5b58\u5728\u8fd1\u5341\u5e74\uff0c\u88ab\u89c6\u4e3a\u201c\u5fc5\u9700\u54c1\u201d\uff1b\u53ef\u9006\u6027\u7ea6\u675f\u662f\u5f52\u4e00\u5316\u6d41\u8fd9\u4e2a\u65b9\u5411\u81ea\u59cb\u81f3\u7ec8\u7684\u6838\u5fc3\u7ea6\u675f\u3002\u62c6\u9664\u5f52\u4e00\u5316\u5c42\u548c\u53ef\u9006\u6027\u7ea6\u675f\uff0c\u76f8\u5f53\u4e8e\u4fee\u6539\u6a21\u578b\u6700\u5e95\u5c42\u7684\u6838\u5fc3\u7ec4\u4ef6\u3002<\/span><\/p>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpeuce06243j\">\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><strong><span data-pm-slice=\"1 1 [&quot;heading&quot;,{&quot;tagName&quot;:&quot;h3&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;,&quot;level&quot;:3}]\"><span style=\"color: #4499E7;font-weight: bold\">\u258e<\/span><\/span><span style=\"font-weight: bold;text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #4499E7\">BiFlow\uff1a\u7cbe\u786e\u53ef\u9006\u8fd9\u4e2a\u6570\u5b66\u6d01\u7656\uff0c\u53ef\u4ee5\u6254\u4e86<\/span><\/span><\/strong><\/p>\n<\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5f52\u4e00\u5316\u6d41\uff08Normalizing Flow\uff09\u751f\u6210\u6a21\u578b\u4e2d\u5bf9\u6570\u5b66\u6027\u8d28\u8981\u6c42\u6700\u4e25\u683c\u7684\u4e00\u7c7b\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u5b83\u901a\u8fc7\u53ef\u9006\u53d8\u6362\u5728\u6570\u636e\u5206\u5e03\u548c\u5148\u9a8c\u5206\u5e03\u4e4b\u95f4\u5efa\u7acb\u53cc\u5411\u6620\u5c04\uff0c\u652f\u6301\u7cbe\u786e\u7684\u5bf9\u6570\u4f3c\u7136\u4f30\u8ba1\uff0c\u7406\u8bba\u4e0a\u975e\u5e38\u6f02\u4eae\u3002\u4f46\u8fd9\u79cd\u4f18\u96c5\u662f\u6709\u4ee3\u4ef7\u7684\uff1a\u4e25\u683c\u7684\u53ef\u9006\u6027\u7ea6\u675f\u628a\u7f51\u7edc\u67b6\u6784\u7684\u8bbe\u8ba1\u7a7a\u95f4\u6846\u6b7b\u4e86\uff0c\u80fd\u7528\u7684\u53d8\u6362\u7c7b\u578b\u6781\u5176\u6709\u9650\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fd1\u5e74\u6765 TARFlow \u628a Transformer \u548c\u81ea\u56de\u5f52\u6d41\u7ed3\u5408\uff0c\u6027\u80fd\u5927\u5e45\u63d0\u5347\uff0c\u4f46\u81ea\u56de\u5f52\u7684\u56e0\u679c\u89e3\u7801\u5929\u751f\u662f\u4e32\u884c\u7684\uff0c\u5c31\u9020\u6210\u4e86\u751f\u6210\u4e00\u5f20\u56fe\u7684\u60c5\u51b5\u4e0b\uff0ctoken \u4e00\u4e2a\u4e00\u4e2a\u51fa\u7684\u5c40\u9762\u3002\u901f\u5ea6\u6210\u4e86\u81ea\u56de\u5f52\u7ed5\u4e0d\u5f00\u7684\u786c\u4f24\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u6765\u81ea Yiyang Lu\u3001Qiao Sun \u7b49\u4eba\u4e0e Kaiming He \u5408\u4f5c\u7684 BiFlow\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u601d\u8def\uff1a\u9006\u51fd\u6570\u4e0d\u4e00\u5b9a\u9700\u8981\u662f\u7cbe\u786e\u7684\u89e3\u6790\u89e3\u3002\u4f20\u7edf\u5f52\u4e00\u5316\u6d41\u8981\u6c42\u524d\u5411\u53d8\u6362\u4e25\u683c\u53ef\u9006\uff0c\u53cd\u5411\u8fc7\u7a0b\u76f4\u63a5\u91c7\u7528\u89e3\u6790\u65b9\u6cd5\u6c42\u9006\u3002\u8fd9\u4e00\u8981\u6c42\u7531\u201c\u53ef\u9006\u6027\u201d\u8fd9\u4e00\u540d\u79f0\u6240\u5b9a\u4e49\uff0c\u770b\u8d77\u6765\u662f\u5408\u7406\u7684\u3002\u7136\u800c BiFlow \u6307\u51fa\uff0c\u8fd9\u4e00\u8981\u6c42\u5e26\u6765\u7684\u5b9e\u9645\u4ee3\u4ef7\u8d85\u8fc7\u4e86\u5176\u7406\u8bba\u6536\u76ca\uff1a\u5b83\u9650\u5236\u4e86\u67b6\u6784\u9009\u62e9\uff0c\u5f3a\u5236\u4e86\u56e0\u679c\u89e3\u7801\u7684\u4e32\u884c\u63a8\u7406\uff0c\u5e76\u4f7f\u91c7\u6837\u901f\u5ea6\u6210\u4e3a\u6027\u80fd\u7684\u4e3b\u8981\u5236\u7ea6\u56e0\u7d20\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-6bb2ad9ad9032c253b370a3c3326aa99.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-6bb2ad9ad9032c253b370a3c3326aa99.png\"><\/a><\/section>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-383c2c814dde61b3ab2544f1804cc6a2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-383c2c814dde61b3ab2544f1804cc6a2.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8be5\u56e2\u961f\u7684\u505a\u6cd5\u662f\u540c\u65f6\u5b66\u4e60\u4e24\u4e2a\u65b9\u5411\uff1a\u524d\u5411\u6a21\u578b\u5c06\u6570\u636e\u6620\u5c04\u5230\u566a\u58f0\uff0c\u53cd\u5411\u6a21\u578b\u72ec\u7acb\u5b66\u4e60\u4e00\u4e2a\u8fd1\u4f3c\u9006\u6620\u5c04\u3002\u53cd\u5411\u6a21\u578b\u4e0d\u518d\u662f\u524d\u5411\u53d8\u6362\u7684\u89e3\u6790\u9006\uff0c\u800c\u662f\u4e00\u4e2a\u81ea\u7531\u53c2\u6570\u5316\u7684\u795e\u7ecf\u7f51\u7edc\u2014\u2014\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u4f7f\u7528\u53cc\u5411\u6ce8\u610f\u529b\u800c\u975e\u56e0\u679c\u6ce8\u610f\u529b\uff0c\u5b9e\u73b0\u5b8c\u5168\u5e76\u884c\u7684\u89e3\u7801\u3002\u4e24\u4e2a\u65b9\u5411\u72ec\u7acb\u8bad\u7ec3\uff0c\u53cd\u5411\u6a21\u578b\u4e0d\u53d7\u53ef\u9006\u6027\u7ea6\u675f\uff0c\u67b6\u6784\u9009\u62e9\u5b8c\u5168\u81ea\u7531\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">BiFlow\u5728 ImageNet \u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u662f\uff1a\u751f\u6210\u8d28\u91cf\u663e\u8457\u63d0\u5347\uff0c\u91c7\u6837\u901f\u5ea6\u6bd4\u56e0\u679c\u89e3\u7801\u65b9\u6cd5\u5feb\u4e86\u4e24\u4e2a\u6570\u91cf\u7ea7\uff0c\u5728\u5f52\u4e00\u5316\u6d41\u7c7b\u65b9\u6cd5\u4e2d\u8fbe\u5230\u6700\u4f18\uff0c\u4e0e\u5355\u6b21\u524d\u5411\u8bc4\u4f30\u7684\u65b9\u6cd5\u76f8\u6bd4\u4e5f\u5177\u6709\u7ade\u4e89\u529b\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u8fd9\u9879\u7814\u7a76\u91cd\u65b0\u5b9a\u4e49\u4e86\u751f\u6210\u6a21\u578b\u4e2d\u201c\u53ef\u9006\u201d\u7684\u542b\u4e49\uff1a\u7cbe\u786e\u53ef\u9006\u662f\u5f3a\u7ea6\u675f\uff0c\u8fd1\u4f3c\u53ef\u9006\u662f\u5de5\u7a0b\u53ef\u884c\u7684\u6298\u8877\u3002\u653e\u5f03\u7cbe\u786e\u53ef\u9006\uff0c\u53ef\u63d0\u5347\u67b6\u6784\u7075\u6d3b\u6027\u548c\u8ba1\u7b97\u6548\u7387\u3002\u8fd9\u4e0e JiT \u7684\u903b\u8f91\u4e00\u81f4\u3002JiT \u8868\u660e\u9884\u6d4b\u566a\u58f0\u548c\u9884\u6d4b\u5e72\u51c0\u56fe\u50cf\u6570\u5b66\u7b49\u4ef7\u4f46\u51e0\u4f55\u4e0d\u7b49\u4ef7\uff1bBiFlow \u8868\u660e\u7cbe\u786e\u53ef\u9006\u4e0e\u8fd1\u4f3c\u53ef\u9006\u6570\u5b66\u4e0d\u7b49\u4ef7\u4f46\u6548\u679c\u63a5\u8fd1\u3002\u4e24\u8005\u90fd\u4ee5\u5b9e\u9645\u6709\u6548\u6027\u800c\u975e\u7406\u8bba\u4f18\u96c5\u4f5c\u4e3a\u8bc4\u4ef7\u6807\u51c6\u3002<\/span><\/p>\n<ul style=\"list-style-type: circle\" class=\" list-paddingleft-2\">\n<ul style=\"list-style-type: disc\" class=\" list-paddingleft-2\">\n<li>\n<p style=\"text-align: justify;margin: 16px 16px 0px;line-height: 1.75em\"><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">arXiv \u8bba\u6587\u9875\u9762\uff1a<\/span><\/span><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">https:\/\/arxiv.org\/abs\/2512.10953<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u9879\u76ee\u4ee3\u7801\u4ed3\u5e93\uff1a<\/span><\/span><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">https:\/\/github.com\/Lyy-iiis\/BiFlow<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<\/ul>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpeug9lk1w71\">\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><strong><span data-pm-slice=\"1 1 [&quot;heading&quot;,{&quot;tagName&quot;:&quot;h3&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;,&quot;level&quot;:3}]\"><span style=\"color: #4499E7;font-weight: bold\">\u258e<\/span><\/span><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #4499E7\">Derf\uff1a\u5f52\u4e00\u5316\u5c42\u4e0d\u4ec5\u80fd\u66ff\u4ee3\uff0c\u8fd8\u80fd\u88ab\u6253\u8d25<\/span><\/span><\/strong><\/p>\n<\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">BiFlow \u5c1d\u8bd5\u53bb\u9664\u53ef\u9006\u6027\u7ea6\u675f\uff0c\u800c Derf \u5219\u5c1d\u8bd5\u53bb\u9664 Transformer \u4e2d\u6700\u4e3a\u57fa\u7840\u7684\u5f52\u4e00\u5316\u5c42\u3002LayerNorm \u4e0e RMSNorm \u5728 Transformer \u4e2d\u88ab\u666e\u904d\u89c6\u4e3a\u5fc5\u8981\u7ec4\u4ef6\uff0c\u7814\u7a76\u8005\u4e3b\u8981\u5173\u6ce8\u53c2\u6570\u8c03\u8282\u800c\u975e\u662f\u5426\u4f7f\u7528\u3002DyT\uff08Dynamic Tanh\uff09\u51fa\u73b0\uff0c\u8bc1\u660e\u53ef\u4ee5\u7528\u4e00\u4e2a\u7b80\u5355\u7684\u9010\u70b9\u975e\u7ebf\u6027\u51fd\u6570\u66ff\u4ee3\u5f52\u4e00\u5316\u5c42\uff0c\u8bad\u7ec3\u540c\u6837\u7a33\u5b9a\uff0c\u6027\u80fd\u6301\u5e73\uff0c\u4f46 DyT \u4ec5\u6301\u5e73\u800c\u672a\u8d85\u8d8a\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">Mingzhi Chen\u3001Taiming Lu \u7b49\u4eba\u7684\u8fd9\u7bc7\u8bba\u6587\uff0c\u95ee\u7684\u662f\u66f4\u8fdb\u4e00\u6b65\u7684\u95ee\u9898\uff1a\u65e2\u7136\u53ef\u4ee5\u7528\u9010\u70b9\u51fd\u6570\u66ff\u4ee3\u5f52\u4e00\u5316\u5c42\uff0c\u90a3\u6700\u4f18\u7684\u9010\u70b9\u51fd\u6570\u662f\u4ec0\u4e48\uff1f\u4f5c\u8005\u9996\u5148\u4ece\u7406\u8bba\u4e0a\u7814\u7a76\u4e86\u9010\u70b9\u51fd\u6570\u7684\u5185\u5728\u7279\u6027\u5982\u4f55\u5f71\u54cd\u8bad\u7ec3\u52a8\u6001\u548c\u6700\u7ec8\u6027\u80fd\uff0c\u7136\u540e\u57fa\u4e8e\u7406\u8bba\u53d1\u73b0\u5f00\u5c55\u4e86\u5927\u89c4\u6a21\u7684\u51fd\u6570\u5f62\u5f0f\u641c\u7d22\u3002\u6700\u7ec8\u627e\u5230\u7684\u7b54\u6848\u662f Derf\u2014\u2014\u4e00\u4e2a\u57fa\u4e8e\u8bef\u5dee\u51fd\u6570\u7684\u6781\u7b80\u8bbe\u8ba1\uff1aDerf(x) = erf(\u03b1x + s)\uff0c\u5176\u4e2d erf \u662f\u9ad8\u65af\u7d2f\u79ef\u5206\u5e03\u51fd\u6570\uff0c\u03b1 \u548c s \u662f\u53ef\u5b66\u4e60\u53c2\u6570\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u5f62\u5f0f\u6781\u5176\u7b80\u6d01\uff0c\u4f46\u6548\u679c\u60ca\u4eba\uff1a\u5728\u89c6\u89c9\u8bc6\u522b\u3001\u89c6\u89c9\u751f\u6210\u3001\u8bed\u97f3\u8868\u793a\u5b66\u4e60\u3001DNA \u5e8f\u5217\u5efa\u6a21\u7b49\u591a\u4e2a\u9886\u57df\uff0cDerf \u5168\u9762\u4f18\u4e8e LayerNorm\u3001RMSNorm \u548c DyT\u3002<\/span><\/p>\n<section style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-e95d9c6643f8e8c5e9183ef7917bf9a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-e95d9c6643f8e8c5e9183ef7917bf9a0.png\"><\/a><\/section>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\u8bba\u6587\u5bf9 Derf \u6027\u80fd\u6765\u6e90\u7684\u5206\u6790\u3002\u901a\u5e38\u4eba\u4eec\u4f1a\u8ba4\u4e3a\uff0c\u4e00\u4e2a\u66f4\u597d\u7684\u66ff\u4ee3\u65b9\u6848\u4e00\u5b9a\u662f\u56e0\u4e3a\u62df\u5408\u80fd\u529b\u66f4\u5f3a\u3002\u4f46\u4f5c\u8005\u901a\u8fc7\u6df1\u5165\u5b9e\u9a8c\u53d1\u73b0\uff0cDerf \u7684\u4f18\u52bf\u4e3b\u8981\u6765\u81ea\u6cdb\u5316\u80fd\u529b\u7684\u63d0\u5347\uff0c\u800c\u975e\u62df\u5408\u80fd\u529b\u7684\u589e\u5f3a\u3002\u8fd9\u4e2a\u53d1\u73b0\u53ef\u80fd\u5e26\u6765\u4e00\u79cd\u6697\u793a\uff0c\u5373\u5f52\u4e00\u5316\u5c42\u4e4b\u6240\u4ee5\u957f\u671f\u4ee5\u6765&#8221;\u4e0d\u53ef\u66ff\u4ee3&#8221;\uff0c\u53ef\u80fd\u5e76\u4e0d\u662f\u56e0\u4e3a\u5b83\u63d0\u4f9b\u4e86\u67d0\u79cd\u4e0d\u53ef\u53d6\u4ee3\u7684\u8ba1\u7b97\u529f\u80fd\uff0c\u800c\u662f\u56e0\u4e3a\u5b83\u6070\u597d\u63d0\u4f9b\u4e86\u4e00\u79cd\u6cdb\u5316\u6027\u5c1a\u53ef\u7684\u7a33\u5b9a\u5316\u624b\u6bb5\u3002\u800c\u5f53 Derf \u7528\u4e00\u79cd\u66f4\u7b80\u6d01\u7684\u65b9\u5f0f\u63d0\u4f9b\u4e86\u66f4\u597d\u7684\u6cdb\u5316\u6027\u65f6\uff0c\u5f52\u4e00\u5316\u5c42\u7684&#8221;\u4e0d\u53ef\u66ff\u4ee3\u6027&#8221;\u5c31\u7ad9\u4e0d\u4f4f\u811a\u4e86\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">Derf \u7684\u610f\u4e49\u4e0d\u53ea\u662f\u4e00\u6b21\u51fd\u6570\u66ff\u6362\u3002\u5b83\u771f\u6b63\u89e6\u53ca\u7684\u95ee\u9898\u662f\uff1a\u5f52\u4e00\u5316\u5c42\u5728 Transformer \u91cc\u5230\u5e95\u5728\u5e72\u4ec0\u4e48\uff1f\u591a\u5e74\u6765\uff0c\u4eba\u4eec\u7528&#8221;\u7a33\u5b9a\u8bad\u7ec3&#8221;\u6765\u89e3\u91ca\u5b83\u7684\u5b58\u5728\uff0c\u4f46&#8221;\u7a33\u5b9a\u8bad\u7ec3&#8221;\u8fd9\u4e2a\u8bf4\u6cd5\u672c\u8eab\u5c31\u542b\u7cca\u3002Derf \u53ef\u80fd\u7ed9\u51fa\u4e86\u8fd9\u6837\u7684\u65b9\u5411\uff0c\u81f3\u5c11\u5728\u6cdb\u5316\u6027\u8fd9\u4e2a\u7ef4\u5ea6\u4e0a\uff0c\u5f52\u4e00\u5316\u5c42\u5e76\u4e0d\u662f\u6700\u4f18\u7b54\u6848\u3002\u4e00\u4e2a\u5f62\u5f0f\u66f4\u7b80\u6d01\u3001\u53c2\u6570\u66f4\u5c11\u7684\u9010\u70b9\u51fd\u6570\uff0c\u53ef\u4ee5\u505a\u5f97\u66f4\u597d\u3002<\/span><\/p>\n<ul style=\"list-style-type: circle\" class=\" list-paddingleft-2\">\n<ul style=\"list-style-type: disc\" class=\" list-paddingleft-2\">\n<li>\n<p style=\"text-align: justify;margin: 16px 16px 0px;line-height: 1.75em\"><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">arXiv \u8bba\u6587\u9875\u9762\uff1a<\/span><\/span><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">https:\/\/arxiv.org\/abs\/2512.10938<\/span><\/span><\/p>\n<\/li>\n<li>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">\u9879\u76ee\u4ee3\u7801\u4ed3\u5e93\uff1a<\/span><\/span><span style=\"font-size: 14px;text-align: justify;line-height: 1.75em;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\"><span style=\"color: #888888;font-style: italic\">https:\/\/github.com\/zlab-pku\/Derf<\/span><\/span><\/p>\n<\/li>\n<\/ul>\n<\/ul>\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mpeugpom1t6i\">\n<section data-mpa-template=\"t\" data-mpa-action-id=\"mba8mvlk1t2b\">\n<section style=\"width: 100%;display: flex;justify-content: center;align-items: center;padding: 0px 14px 0px 14px\" data-mid=\"\">\n<section style=\"display: flex;justify-content: flex-start;align-items: center;flex-direction: column\" data-mid=\"\">\n<section style=\"width: 38px;height: 38px;display: flex;justify-content: center;align-items: center;margin-bottom: -38px;margin-left: -20px\" data-mid=\"\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-1b906ab3022ceeec397ebb5601949e8c.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-1b906ab3022ceeec397ebb5601949e8c.gif\"><\/a><\/section>\n<section style=\"text-align: center\" data-mid=\"\">\n<p style=\"font-size: 36px;color: #333333;line-height: 50px\" data-mid=\"\"><strong data-mid=\"\"><span>04<\/span><span><br \/><\/span><\/strong><\/p>\n<h2 data-pm-slice=\"0 0 []\"><span class=\"ez-toc-section\" id=\"%E7%BB%93%E8%AF%AD\"><\/span><strong data-mid=\"\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;font-size: 18px;line-height: 25px;font-family: Optima-Regular, PingFangTC-light\"><strong style=\"justify-content: flex-start;align-items: center;flex-direction: column;line-height: 25px;font-family: Arial, Helvetica, sans-serif\"><span style=\"justify-content: flex-start;align-items: center;flex-direction: column;line-height: 25px\" data-pm-slice=\"1 1 [&quot;para&quot;,{&quot;tagName&quot;:&quot;p&quot;,&quot;attributes&quot;:{&quot;style&quot;:&quot;text-align: justify; margin: 16px 16px 24px; line-height: 1.75em;&quot;},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;},&quot;node&quot;,{&quot;tagName&quot;:&quot;strong&quot;,&quot;attributes&quot;:{&quot;style&quot;:null},&quot;namespaceURI&quot;:&quot;http:\/\/www.w3.org\/1999\/xhtml&quot;}]\">\u7ed3\u8bed<\/span><\/strong><\/strong><\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<h2 style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span class=\"ez-toc-section\" id=\"%E6%8A%8A%E4%BA%94%E7%AF%87%E8%AE%BA%E6%96%87%E6%94%BE%E5%9C%A8%E4%B8%80%E8%B5%B7%E7%9C%8B%EF%BC%8C%E6%9C%80%E5%80%BC%E5%BE%97%E5%85%B3%E6%B3%A8%E7%9A%84%E4%B8%8D%E6%98%AF%E5%AE%83%E4%BB%AC%E5%88%86%E5%88%AB%E6%8A%8A%E6%9F%90%E4%B8%AA%E6%8C%87%E6%A0%87%E6%8F%90%E9%AB%98%E4%BA%86%E5%A4%9A%E5%B0%91%EF%BC%8C%E8%80%8C%E6%98%AF%E5%AE%83%E4%BB%AC%E5%87%A0%E4%B9%8E%E4%B8%8D%E7%BA%A6%E8%80%8C%E5%90%8C%E5%9C%B0%E6%8C%87%E5%90%91%E5%90%8C%E4%B8%80%E4%BB%B6%E4%BA%8B%EF%BC%9A%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E4%B8%AD%E9%82%A3%E4%BA%9B%E8%A2%AB%E5%BD%93%E4%BD%9C%E2%80%9D%E6%A0%87%E5%87%86%E4%BB%B6%E2%80%9D%E8%A3%85%E9%85%8D%E8%BF%9B%E5%8E%BB%E7%9A%84%E8%AE%BE%E8%AE%A1%EF%BC%8C%E8%BF%9C%E6%B2%A1%E6%9C%89%E6%88%91%E4%BB%AC%E4%BB%A5%E4%B8%BA%E7%9A%84%E9%82%A3%E4%B9%88%E4%B8%8D%E5%8F%AF%E5%8A%A8%E6%91%87%E3%80%82\"><\/span><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u628a\u4e94\u7bc7\u8bba\u6587\u653e\u5728\u4e00\u8d77\u770b\uff0c\u6700\u503c\u5f97\u5173\u6ce8\u7684\u4e0d\u662f\u5b83\u4eec\u5206\u522b\u628a\u67d0\u4e2a\u6307\u6807\u63d0\u9ad8\u4e86\u591a\u5c11\uff0c\u800c\u662f\u5b83\u4eec\u51e0\u4e4e\u4e0d\u7ea6\u800c\u540c\u5730\u6307\u5411\u540c\u4e00\u4ef6\u4e8b\uff1a\u6df1\u5ea6\u5b66\u4e60\u4e2d\u90a3\u4e9b\u88ab\u5f53\u4f5c&#8221;\u6807\u51c6\u4ef6&#8221;\u88c5\u914d\u8fdb\u53bb\u7684\u8bbe\u8ba1\uff0c\u8fdc\u6ca1\u6709\u6211\u4eec\u4ee5\u4e3a\u7684\u90a3\u4e48\u4e0d\u53ef\u52a8\u6447\u3002<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">BinaryAttention \u8bc1\u660e\u4e86\u6ce8\u610f\u529b\u7684\u6d6e\u70b9\u7cbe\u5ea6\u4e0d\u662f\u5fc5\u987b\u7684\uff0c1-bit \u7b26\u53f7\u5c31\u591f\u4e86\uff1bSegQuant \u8bc1\u660e\u4e86\u91cf\u5316\u7b56\u7565\u4e0d\u9700\u8981\u7ed9\u6bcf\u4e2a\u67b6\u6784\u5355\u72ec\u5f00\u836f\u65b9\uff0c\u8ba1\u7b97\u56fe\u81ea\u5df1\u5c31\u80fd\u63a8\u65ad\uff1bJiT \u8bc1\u660e\u4e86\u6269\u6563\u6a21\u578b&#8221;\u9884\u6d4b\u566a\u58f0&#8221;\u7684\u8bad\u7ec3\u76ee\u6807\u4e0d\u662f\u6700\u4f18\u7684\uff0c\u76f4\u63a5\u9884\u6d4b\u5e72\u51c0\u56fe\u50cf\u5728\u51e0\u4f55\u4e0a\u66f4\u5408\u7406\uff1bBiFlow \u8bc1\u660e\u4e86\u5f52\u4e00\u5316\u6d41\u7684&#8221;\u7cbe\u786e\u53ef\u9006&#8221;\u662f\u4e00\u79cd\u53ef\u4ee5\u653e\u624b\u7684\u5962\u4f88\u54c1\uff1bDerf \u8bc1\u660e\u4e86\u5f52\u4e00\u5316\u5c42\u4e0d\u4ec5\u80fd\u88ab\u66ff\u4ee3\uff0c\u8fd8\u80fd\u88ab\u6253\u8d25\u3002<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u800c\u4e14\u5b83\u4eec\u4e0d\u662f\u5728\u540c\u4e00\u5c42\u62c6\u3002\u4ece\u63a8\u7406\u7aef\u7684\u7cbe\u5ea6\u548c\u5b9a\u5236\u5316\uff0c\u5230\u8bad\u7ec3\u76ee\u6807\u7684\u53c2\u6570\u5316\u65b9\u5f0f\uff0c\u518d\u5230\u67b6\u6784\u5c42\u6700\u5e95\u5c42\u7684\u5f52\u4e00\u5316\u5c42\u548c\u53ef\u9006\u7ea6\u675f\uff0c\u5168\u90e8\u6709\u6240\u6d89\u53ca\u3002\u8fc7\u53bb\u51e0\u5e74\u7684\u6df1\u5ea6\u5b66\u4e60\u90fd\u662f\u5728\u8ffd\u6c42\u89c4\u6a21\u5316\uff0c\u8981\u6709\u66f4\u5927\u7684\u6a21\u578b\u3001\u66f4\u591a\u7684\u6570\u636e\u3001\u66f4\u7cbe\u7ec6\u7684\u8c03\u53c2\uff0c\u90a3\u4e48 CVPR 2026 \u7684\u8fd9\u4e00\u6279\u5de5\u4f5c\uff0c\u5219\u662f\u5728\u63a2\u8ba8\u4e00\u4e9b\u6839\u6e90\u95ee\u9898\uff1a\u54ea\u4e9b\u5899\u662f\u627f\u91cd\u5899\uff0c\u54ea\u4e9b\u53ea\u662f\u9694\u65ad\uff1f\u54ea\u4e9b\u662f\u5fc5\u987b\u7684\uff0c\u54ea\u4e9b\u53ea\u662f&#8221;\u4e00\u76f4\u90fd\u5728\u6240\u4ee5\u4ee5\u4e3a\u5fc5\u987b&#8221;\uff1f<\/span><\/p>\n<p style=\"text-align: justify;margin: 16px 16px 24px;line-height: 1.75em\"><span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif\">\u7b54\u6848\u6b63\u5728\u53d8\u5f97\u8d8a\u6765\u8d8a\u6e05\u6670\uff1a\u90a3\u4e9b\u6211\u4eec\u4ee5\u4e3a\u7684\u627f\u91cd\u5899\uff0c\u6709\u4e0d\u5c11\u53ea\u662f\u9694\u65ad\u3002\u800c\u62c6\u6389\u5b83\u4eec\u4e4b\u540e\uff0c\u623f\u5b50\u4e0d\u4f46\u6ca1\u6709\u584c\uff0c\u53cd\u800c\u900f\u8fdb\u4e86\u66f4\u591a\u7684\u5149\u3002<span style=\"text-align: justify;line-height: 1.75em;font-size: 15px;letter-spacing: 0.5px;font-family: Arial, Helvetica, sans-serif;color: #FFFFFF\">\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span><\/span><\/span><\/p>\n<section><span data-mpa-action-id=\"mipr37w01zjd\"><\/span><\/section>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2026\/05\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/nKjaz04ZsOd72e42.html\" target=\"_blank\">CVPR 2026\uff1a\u6df1\u5ea6\u5b66\u4e60\u7684\u300c\u6807\u51c6\u4ef6\u300d\uff0c\u6b63\u5728\u88ab\u9010\u4e2a\u62c6\u6389<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6ce8\u610f\u529b\u7684\u6d6e\u70b9\u7cbe\u5ea6\u4e0d\u662f\u5fc5\u987b\u7684\uff0c\u5f52\u4e00\u5316\u6d41\u7684&#038; 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