{"id":2703,"date":"2022-01-08T15:53:00","date_gmt":"2022-01-08T14:53:00","guid":{"rendered":"http:\/\/hugoscurto.com\/?post_type=jetpack-portfolio&p=2703"},"modified":"2025-11-12T21:22:12","modified_gmt":"2025-11-12T20:22:12","slug":"performing-with-deep-reinforcement-learning","status":"publish","type":"jetpack-portfolio","link":"https:\/\/hugoscurto.com\/fr\/portfolio\/performing-with-deep-reinforcement-learning\/","title":{"rendered":"musiquer l'apprentissage profond par renforcement"},"content":{"rendered":"
Scurto, 2019\u20142022<\/span>
reflexive essay, music, computer science
<\/span><\/h6>\n

A research-creation with musicking and deep reinforcement learning. It builds on the scientific study of two AI models, an audio VAE and the Co-Explorer<\/em><\/a>, and on musical experiments led in the frame of the \u00e6go<\/a> <\/em>performance. I discuss how deep reinforcement learning can be seen as a form of sonic comprovisational agent, enabling to compose sound spaces and improvise through feedback. I then reflect on how this opened my performer’s expectations away from instrumental control of sound, to deepen my listening of sound, and learn spiritual unification with music.<\/p>\n

Year<\/span><\/strong>
2019\u20142022<\/h6>\n
Credits<\/span><\/strong>
The project was developed with Axel Chemla\u2014Romeu-Santos in collaboration with the ISMM<\/a> and ACIDS<\/a> groups of IRCAM<\/a>, in the context of a PhD thesis at Sorbonne Universit\u00e9<\/a>.<\/h6>\n
Publications<\/span><\/strong>
Chapter at LNCS Springer<\/a> (2021)
Paper at TENOR<\/a> (2022)<\/h6>\n\n\n

Ce diaporama n\u00e9cessite JavaScript.<\/p>

<\/div>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

Scurto, 2019\u20142022reflexive essay, music, computer science A research-creation with musicking and deep reinforcement learning. It builds on the scientific study of two AI models, an audio VAE and the Co-Explorer, and on musical experiments led in the frame of the \u00e6go performance. I discuss how deep reinforcement learning can be seen as a form of […]<\/p>\n","protected":false},"author":97209351,"featured_media":7163,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_crdt_document":"","advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"jetpack-portfolio-type":[173],"jetpack-portfolio-tag":[],"class_list":["post-2703","jetpack-portfolio","type-jetpack-portfolio","status-publish","format-standard","has-post-thumbnail","hentry","jetpack-portfolio-type-science"],"jetpack_publicize_connections":[],"jetpack_likes_enabled":false,"jetpack_sharing_enabled":false,"_links":{"self":[{"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/jetpack-portfolio\/2703","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/jetpack-portfolio"}],"about":[{"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/types\/jetpack-portfolio"}],"author":[{"embeddable":true,"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/users\/97209351"}],"replies":[{"embeddable":true,"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/comments?post=2703"}],"version-history":[{"count":47,"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/jetpack-portfolio\/2703\/revisions"}],"predecessor-version":[{"id":8585,"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/jetpack-portfolio\/2703\/revisions\/8585"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/media\/7163"}],"wp:attachment":[{"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/media?parent=2703"}],"wp:term":[{"taxonomy":"jetpack-portfolio-type","embeddable":true,"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/jetpack-portfolio-type?post=2703"},{"taxonomy":"jetpack-portfolio-tag","embeddable":true,"href":"https:\/\/hugoscurto.com\/fr\/wp-json\/wp\/v2\/jetpack-portfolio-tag?post=2703"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}