{"id":3374,"date":"2025-09-13T16:57:36","date_gmt":"2025-09-13T16:57:36","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3374"},"modified":"2025-09-13T16:57:36","modified_gmt":"2025-09-13T16:57:36","slug":"ndpi-rf-fusion-for-algorithmic-manipulation-detection","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=3374","title":{"rendered":"nDPI\u2013RF Fusion for Algorithmic Manipulation Detection"},"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\/09\/DPI\u2013RF-Fusion-for-Algorithmic-Manipulation-Detection-Benjamin-J-Gilbert-College-of-the-Mainland-Robotic-Process-Automation.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of DPI\u2013RF Fusion for Algorithmic Manipulation Detection Benjamin J Gilbert College of the Mainland Robotic Process Automation.\"><\/object><a id=\"wp-block-file--media-e02aa5fd-cb12-496d-8427-8c9668907c15\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/DPI\u2013RF-Fusion-for-Algorithmic-Manipulation-Detection-Benjamin-J-Gilbert-College-of-the-Mainland-Robotic-Process-Automation.pdf\">DPI\u2013RF Fusion for Algorithmic Manipulation Detection Benjamin J Gilbert College of the Mainland Robotic Process Automation<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/DPI\u2013RF-Fusion-for-Algorithmic-Manipulation-Detection-Benjamin-J-Gilbert-College-of-the-Mainland-Robotic-Process-Automation.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-e02aa5fd-cb12-496d-8427-8c9668907c15\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We present a reproducible pipeline that fuses RF<br>features with deep packet inspection (DPI) signals for algorithmic<br>manipulation detection. Our CPU-only benchmark sweeps SNR<br>and random blockers, reports F1 vs. SNR, and calibrates a unified<br>risk score with a reliability diagram..<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"877\" height=\"790\" src=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/image-57.png\" alt=\"\" class=\"wp-image-3377\" srcset=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/image-57.png 877w, https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/image-57-300x270.png 300w, https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/image-57-768x692.png 768w\" sizes=\"auto, (max-width: 877px) 100vw, 877px\" \/><\/figure>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>We present a reproducible pipeline that fuses RFfeatures with deep packet inspection (DPI) signals for algorithmicmanipulation detection. Our CPU-only benchmark sweeps SNRand random blockers, reports F1 vs. SNR, and calibrates a unifiedrisk score with a reliability diagram..<\/p>\n","protected":false},"author":2,"featured_media":3376,"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-3374","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\/3374","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=3374"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3374\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/3376"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3374"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}