{"id":4157,"date":"2025-10-23T22:13:37","date_gmt":"2025-10-23T22:13:37","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=4157"},"modified":"2025-10-23T22:13:37","modified_gmt":"2025-10-23T22:13:37","slug":"rl-driven-rf-neuromodulation-2","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=4157","title":{"rendered":"RL-Driven RF Neuromodulation"},"content":{"rendered":"\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/10\/RL-Driven-RF-Neuromodulation.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of RL-Driven RF Neuromodulation.\"><\/object><a id=\"wp-block-file--media-9861461d-a83b-4b8f-b209-f4ea29c71608\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/10\/RL-Driven-RF-Neuromodulation.pdf\">RL-Driven RF Neuromodulation<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/10\/RL-Driven-RF-Neuromodulation.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-9861461d-a83b-4b8f-b209-f4ea29c71608\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We train a DQN over power, frequency, phase,<br>angle to maximize a target-state proxy while penalizing SAR.<br>Compared to a hand-tuned schedule baseline, our agent improves<br>evaluation return by 25 % with median episode return 100, and<br>reduces state reconstruction error to 0.05. Plots and captions<br>auto-sync from logs.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><a href=\"https:\/\/www.youtube.com\/@keiralhotan\"><img loading=\"lazy\" decoding=\"async\" width=\"1078\" height=\"931\" src=\"https:\/\/ml6vmqguit1n.i.optimole.com\/dam:1\/w:1024\/h:884\/q:auto\/id:13859a9917d3e114e6e1aa29462d8e98\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/Screenshot-2024-12-29-012346.png\" alt=\"\" class=\"wp-image-4160\" style=\"width:565px;height:auto\"\/><\/a><\/figure>\n<\/div>\n\n\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/10\/RL-Driven-RF-Neuromodulation-rev2.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of RL-Driven RF Neuromodulation rev2.\"><\/object><a id=\"wp-block-file--media-61d162d9-855d-46ad-9b00-1f5007be5268\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/10\/RL-Driven-RF-Neuromodulation-rev2.pdf\">RL-Driven RF Neuromodulation rev2<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/10\/RL-Driven-RF-Neuromodulation-rev2.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-61d162d9-855d-46ad-9b00-1f5007be5268\">Download<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>We train a DQN over power, frequency, phase,angle to maximize a target-state proxy while penalizing SAR.Compared to a hand-tuned schedule baseline, our agent improvesevaluation return by 25 % with median episode return 100, andreduces state reconstruction error to 0.05. Plots and captionsauto-sync from logs.<\/p>\n","protected":false},"author":2,"featured_media":4159,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-4157","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/4157","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4157"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/4157\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/4159"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4157"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}