{"id":594,"date":"2019-03-05T09:57:04","date_gmt":"2019-03-05T08:57:04","guid":{"rendered":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/?p=594"},"modified":"2019-03-05T09:57:04","modified_gmt":"2019-03-05T08:57:04","slug":"sujet-de-projet-sisn-ecm-2a","status":"publish","type":"post","link":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/?p=594","title":{"rendered":"Sujet de projet SISN &#8211; ECM 2A"},"content":{"rendered":"<h1>Comparaison de strat\u00e9gies d\u2019apprentissage adversarial<\/h1>\n<div class=\"\"><br class=\"\" \/><br class=\"\" \/>La strat\u00e9gie d\u2019apprentissage \u00ab adversarial \u00bb et les GANs (Generative Adversarial Networks) ont \u00e9t\u00e9 propos\u00e9s r\u00e9cemment dans le domaine\u00a0des r\u00e9seaux de neurones et du deep learning [Goodfellow et al., 2014] \u00a0pour la\u00a0g\u00e9n\u00e9ration de donn\u00e9es complexes et r\u00e9elles, avec des r\u00e9sultats spectaculaires pour la g\u00e9n\u00e9ration d\u2019images, de visages, de sons, \u00a0de textes&#8230; Toutefois ces mod\u00e8les sont difficiles \u00e0 mettre au point et leur optimisation reste un\u00a0probl\u00e8me difficile, avec notamment le probl\u00e8me dit du \u00ab mode collapse \u00bb. Le but du projet est de comparer, sur quelques jeux de\u00a0donn\u00e9es classiques, des strat\u00e9gies propos\u00e9es\u00a0r\u00e9cemment\u00a0pour d\u00e9passer ces probl\u00e8mes (notamment [Csaba et al., 2019], [Durugkar et al., 2017]).<\/div>\n<div class=\"\"><br class=\"\" \/><\/p>\n<ul>\n<li>Botos Csaba,\u00a0Adnane Boukhayma,\u00a0Viveka Kulharia,\u00a0Andr\u00e1s Horv\u00e1th,\u00a0Philip H. S. Torr, Domain Partitioning Network, Arxiv,\u00a0<a class=\"\" href=\"https:\/\/arxiv.org\/abs\/1902.08134\">https:\/\/arxiv.org\/abs\/1902.08134<\/a><\/li>\n<li>Durugkar, I., Gemp, I., and Mahadevan, S., Generative multi-adversarial networks. In ICLR, 2017.<\/li>\n<li>Goodfellow, I., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., and Bengio, Y., Generative adversarial nets. In NIPS, 2014a.<\/li>\n<\/ul>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Comparaison de strat\u00e9gies d\u2019apprentissage adversarial La strat\u00e9gie d\u2019apprentissage \u00ab adversarial \u00bb et les GANs (Generative Adversarial Networks) ont \u00e9t\u00e9 propos\u00e9s r\u00e9cemment dans le domaine\u00a0des r\u00e9seaux de neurones et du deep learning [Goodfellow et al., 2014] \u00a0pour la\u00a0g\u00e9n\u00e9ration de donn\u00e9es complexes et r\u00e9elles, avec des r\u00e9sultats spectaculaires pour la g\u00e9n\u00e9ration d\u2019images, de visages, de sons, \u00a0de&hellip;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6,5],"tags":[],"class_list":["post-594","post","type-post","status-publish","format-standard","hentry","category-hiring","category-news"],"_links":{"self":[{"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/posts\/594","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=594"}],"version-history":[{"count":1,"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/posts\/594\/revisions"}],"predecessor-version":[{"id":595,"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=\/wp\/v2\/posts\/594\/revisions\/595"}],"wp:attachment":[{"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=594"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=594"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pageperso.lis-lab.fr\/thierry.artieres\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=594"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}