{"id":3383,"date":"2025-09-14T13:29:49","date_gmt":"2025-09-14T13:29:49","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3383"},"modified":"2025-09-14T13:29:49","modified_gmt":"2025-09-14T13:29:49","slug":"algorithmic-manipulation-signals-from-rfnet-measurement-and-calibration","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=3383","title":{"rendered":"Algorithmic-Manipulation Signals from RF+Net: Measurement and Calibration"},"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\/Algorithmic-Manipulation-Signals-from-RFNet-Benchmark-Benjamin-J-Gilbert-College-of-the-Mainland-Robotic-Process-Automation.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Algorithmic-Manipulation Signals from RF+Net Benchmark Benjamin J Gilbert College of the Mainland Robotic Process Automation.\"><\/object><a id=\"wp-block-file--media-7d1e4591-a544-44f4-b851-6e311ea018c1\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Algorithmic-Manipulation-Signals-from-RFNet-Benchmark-Benjamin-J-Gilbert-College-of-the-Mainland-Robotic-Process-Automation.pdf\">Algorithmic-Manipulation Signals from RF+Net Benchmark 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\/Algorithmic-Manipulation-Signals-from-RFNet-Benchmark-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-7d1e4591-a544-44f4-b851-6e311ea018c1\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We quantify RF+Net indicators for algorithmic manipulation\u2014regular burst structure, temporal asymmetry, and signature matches\u2014and study calibration under<br>SNR\/interference stress. A simple rules+risk fusion achieves<br>reliable detection while maintaining conservative behavior on<br>ambiguous traffic.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We quantify RF+Net indicators for algorithmic manipulation\u2014regular burst structure, temporal asymmetry, and signature matches\u2014and study calibration underSNR\/interference stress. A simple rules+risk fusion achievesreliable detection while maintaining conservative behavior onambiguous traffic.<\/p>\n","protected":false},"author":2,"featured_media":3385,"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-3383","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\/3383","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=3383"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3383\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/3385"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}