{"id":2907,"date":"2023-02-08T20:36:56","date_gmt":"2023-02-08T11:36:56","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=2907"},"modified":"2023-02-08T20:36:56","modified_gmt":"2023-02-08T11:36:56","slug":"extracting-training-data-from-diffusion-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=2907","title":{"rendered":"Extracting Training Data from Diffusion Models\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Extracting Training Data from Diffusion Models&nbsp;<\/strong>[77.1]<br>\u62e1\u6563\u30e2\u30c7\u30eb\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u304b\u3089\u500b\u3005\u306e\u753b\u50cf\u3092\u8a18\u61b6\u3057,\u751f\u6210\u6642\u306b\u51fa\u529b\u3059\u308b\u3053\u3068\u3092\u793a\u3059\u3002 \u751f\u6210\u3068\u30d5\u30a3\u30eb\u30bf\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7528\u3044\u3066\u3001\u6700\u5148\u7aef\u306e\u30e2\u30c7\u30eb\u304b\u3089\u6570\u5343\u4ee5\u4e0a\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4f8b\u3092\u62bd\u51fa\u3059\u308b\u3002 \u3055\u307e\u3056\u307e\u306a\u8a2d\u5b9a\u3067\u4f55\u767e\u3082\u306e\u62e1\u6563\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u6c7a\u5b9a\u306e\u9055\u3044\u304c\u30d7\u30e9\u30a4\u30d0\u30b7\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u5206\u6790\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2301.13188v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2301.13188v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Mon, 30 Jan 2023 18:53:09 GMT)<\/li>\n\n\n\n<li><a href=\"https:\/\/devneko.jp\/wordpress\/?p=2670\">Diffusion\u30e2\u30c7\u30eb\u306f\u7d75\u3092\u751f\u6210\u3057\u3066\u3044\u308b\uff1f\u8907\u88fd\u3057\u3066\u3044\u308b\uff1f \u2013 arXiv\u6700\u65b0\u8ad6\u6587\u306e\u7d39\u4ecb (devneko.jp)<\/a>\u3068\u8fd1\u3057\u3044\u8a71\u984c\u3067\u753b\u50cf\u3092\u8a18\u61b6\u3057\u5143\u30c7\u30fc\u30bf\u3068\u975e\u5e38\u306b\u8fd1\u3044\u753b\u50cf\u3092\u51fa\u529b\u3059\u308b\u3053\u3068\u304c\u3042\u308b\u3068\u306e\u5831\u544a\u3002\u300cWe see that state-of-the-art diffusion models memorize 2\u00d7 more than comparable GANs\u300d\u3068\u8a18\u8f09\u304c\u3042\u308a\u3001GAN\u3088\u308a\u6df1\u523b\u3068\u306e\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u4eba\u9593\u3067\u3082\u4f3c\u305f\u3088\u3046\u306a\u3053\u3068\u306f\u3042\u308b\u2026\u3068\u3044\u3046\u8a71\u306f\u3042\u308b\u3082\u306e\u306e\u793e\u4f1a\u5b9f\u88c5\u3067\u306f\u5bfe\u7b56\u304c\u5fc5\u8981\u3060\u3068\u601d\u3046\u3002\uff08\u5143\u753b\u50cf\u306b\u8fd1\u3044\u304b\u3069\u3046\u304b\u3068\u3044\u3046\u3082\u306e\u3060\u304c\u3001\u8457\u4f5c\u6a29\u3084\u5546\u6a19\u3092\u4fb5\u5bb3\u3057\u306a\u3051\u306a\u3044\u51fa\u529b\u3078\u306e\u5bfe\u5fdc\u3082\u5fc5\u8981\uff09<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[114,622],"class_list":["post-2907","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-diffusion-model","tag-622"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/2907","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2907"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/2907\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2907"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2907"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2907"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}