{"id":5619,"date":"2022-08-10T16:08:10","date_gmt":"2022-08-10T08:08:10","guid":{"rendered":"http:\/\/139.9.1.231\/?p=5619"},"modified":"2022-08-10T16:08:11","modified_gmt":"2022-08-10T08:08:11","slug":"differentiable-neural-architecture-search","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/08\/10\/differentiable-neural-architecture-search\/","title":{"rendered":"\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u641c\u7d22 (3\/3): \u53ef\u5fae\u65b9\u6cd5 Differentiable Neural Architecture Search"},"content":{"rendered":"\n<p>\u76ee\u524d\u5927\u591a\u6570NAS\u65b9\u6cd5\u90fd\u662f\u57fa\u4e8eDifferentiable Neural Architecture Search<\/p>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><br>&#8211; Liu, Simonyan, &amp; Yang. DARTS: Differentiable Architecture Search. In ICLR, 2019.  DARTS \u5b9a\u4e49\u7684\u76ee\u6807\u51fd\u6570\u662f\u795e\u7ecf\u7f51\u7edc\u8d85\u53c2\u6570\u7684\u53ef\u5fae\u51fd\u6570\u3002\u53ef\u4ee5\u76f4\u63a5\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>&#8211; Wu et al. FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search. In CVPR, 2019.\u53ef\u4ee5\u8ba4\u4e3a\u662fdarts\u7684\u4e00\u4e2a\u7279\u4f8b\u3002<\/p>\n\n\n\n<h3>\u57fa\u672c\u601d\u60f3\uff1a<\/h3>\n\n\n\n<p>\u7528\u6237\u9700\u8981\u4e8b\u5148\u5b9a\u4e49\u4e00\u4e9b\u5019\u9009\u6a21\u5757\uff1a\u6bcf\u4e2a\u5019\u9009\u6a21\u5feb\u4e0d\u540c<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"424\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-136-1024x424.png\" alt=\"\" class=\"wp-image-5622\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-136-1024x424.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-136-300x124.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-136-768x318.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-136.png 1191w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"278\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-137-1024x278.png\" alt=\"\" class=\"wp-image-5624\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-137-1024x278.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-137-300x81.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-137-768x209.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-137.png 1090w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u66b4\u529b\u679a\u4e3e\u4e0d\u663e\u793a\uff0c\u4f7f\u7528super-net\uff1a<\/p>\n\n\n\n<h2>super &#8211; net\uff1a<\/h2>\n\n\n\n<p>\u6bcf\u4e00\u5c42\u90fd\u7531\u4e5d\u4e2a\u5019\u9009\u6a21\u5757\u5e76\u8054\u800c\u6210\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"768\" height=\"392\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-138.png\" alt=\"\" class=\"wp-image-5626\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-138.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-138-300x153.png 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure>\n\n\n\n<p>\u8f93\u51fa\u52a0\u6743\u5e73\u5747\uff1a\u6743\u91cdai\u4e5f\u662f\u53ef\u8bad\u7ec3\u7684\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"583\" height=\"97\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-140.png\" alt=\"\" class=\"wp-image-5628\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-140.png 583w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-140-300x50.png 300w\" sizes=\"(max-width: 583px) 100vw, 583px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"521\" height=\"354\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-139.png\" alt=\"\" class=\"wp-image-5627\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-139.png 521w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-139-300x204.png 300w\" sizes=\"(max-width: 521px) 100vw, 521px\" \/><\/figure><\/div>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"548\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-141-1024x548.png\" alt=\"\" class=\"wp-image-5630\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-141-1024x548.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-141-300x161.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-141-768x411.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-141.png 1228w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bad\u7ec3\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"986\" height=\"506\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-142.png\" alt=\"\" class=\"wp-image-5631\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-142.png 986w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-142-300x154.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-142-768x394.png 768w\" sizes=\"(max-width: 986px) 100vw, 986px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"956\" height=\"121\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-143.png\" alt=\"\" class=\"wp-image-5632\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-143.png 956w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-143-300x38.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-143-768x97.png 768w\" sizes=\"(max-width: 956px) 100vw, 956px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"120\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-144-1024x120.png\" alt=\"\" class=\"wp-image-5634\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-144-1024x120.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-144-300x35.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-144-768x90.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-144.png 1070w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"521\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-145-1024x521.png\" alt=\"\" class=\"wp-image-5635\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-145-1024x521.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-145-300x153.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-145-768x391.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-145.png 1256w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u4e0a\u9762\u662f\u4ee5\u6700\u597d\u7684\u6d4b\u8bd5\u6548\u679c\u4f5c\u4e3a\u76ee\u6807\uff0c\u4f46\u6709\u65f6\u4e5f\u8981\u8003\u8651\u8ba1\u7b97\u91cf\uff08\u90e8\u7f72\u5230\u79fb\u52a8\u8bbe\u5907\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"765\" height=\"69\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-146.png\" alt=\"\" class=\"wp-image-5637\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-146.png 765w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-146-300x27.png 300w\" sizes=\"(max-width: 765px) 100vw, 765px\" \/><\/figure>\n\n\n\n<p>\u5982\u4f55\u5728NAS\u4e2d\u8003\u8651\u8ba1\u7b97\u91cf\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"533\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-147-1024x533.png\" alt=\"\" class=\"wp-image-5640\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-147-1024x533.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-147-300x156.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-147-768x400.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-147.png 1083w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"701\" height=\"61\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-148.png\" alt=\"\" class=\"wp-image-5641\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-148.png 701w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-148-300x26.png 300w\" sizes=\"(max-width: 701px) 100vw, 701px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"478\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-149-1024x478.png\" alt=\"\" class=\"wp-image-5643\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-149-1024x478.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-149-300x140.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-149-768x359.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-149.png 1032w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"453\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-150-1024x453.png\" alt=\"\" class=\"wp-image-5645\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-150-1024x453.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-150-300x133.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-150-768x340.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-150.png 1124w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u524d\u5927\u591a\u6570NAS\u65b9\u6cd5\u90fd\u662f\u57fa\u4e8eDifferentiable Neural Architecture Search &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/08\/10\/differentiable-neural-architecture-search\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u641c\u7d22 (3\/3): \u53ef\u5fae\u65b9\u6cd5 Differentiable Neural Architecture Search<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[20],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5619"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=5619"}],"version-history":[{"count":12,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5619\/revisions"}],"predecessor-version":[{"id":5646,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5619\/revisions\/5646"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=5619"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=5619"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=5619"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}