{"id":4650,"date":"2025-11-11T02:51:17","date_gmt":"2025-11-11T02:51:17","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=4650"},"modified":"2025-11-11T02:51:17","modified_gmt":"2025-11-11T02:51:17","slug":"short-signal-resilience-learned-heads-and-policy-boundaries-for-n-32-iq-classification","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=4650","title":{"rendered":"Short-Signal Resilience: Learned Heads and Policy Boundaries for N &lt; 32 IQ Classification"},"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\/11\/Short-Signal-Resilience-Learned-Heads-and-Policy-Boundaries-for-N-32IQ-Classification-bgilbert1984.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Short-Signal Resilience Learned Heads and Policy Boundaries for N 32IQ Classification bgilbert1984.\"><\/object><a id=\"wp-block-file--media-493f048f-4edb-49a4-b30a-bbee3b434b5a\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Short-Signal-Resilience-Learned-Heads-and-Policy-Boundaries-for-N-32IQ-Classification-bgilbert1984.pdf\">Short-Signal Resilience Learned Heads and Policy Boundaries for N 32IQ Classification bgilbert1984<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Short-Signal-Resilience-Learned-Heads-and-Policy-Boundaries-for-N-32IQ-Classification-bgilbert1984.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-493f048f-4edb-49a4-b30a-bbee3b434b5a\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">RF ensemble classifiers often abstain on very short<br>IQ sequences (N &lt; 32), forfeiting coverage under burst or bandwidth constraints. We present a policy-driven framework with a<br>lightweight learned short-signal head and show it improves the<br>accuracy-coverage frontier versus strict abstention and padding<br>baselines. On synthetic truncations of four modulations, the head<br>attains higher utility across N \u2208 [12, 28) and remains robust<br>down to 0 dB SNR. The framework integrates via configuration<br>switches (including a confidence threshold \u03c4 ) and exposes a clear<br>trade space to operators. Utility is computed as (accuracy \u00d7<br>coverage) with both terms in [0,1]; we assert and clamp to enforce<br>bounds.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>RF ensemble classifiers often abstain on very shortIQ sequences (N &lt; 32), forfeiting coverage under burst or bandwidth constraints. We present a policy-driven framework with alightweight learned short-signal head and show it improves theaccuracy-coverage frontier versus strict abstention and paddingbaselines. On synthetic truncations of four modulations, the headattains higher utility across N \u2208 [12, 28)&hellip;&nbsp;<\/p>\n","protected":false},"author":2,"featured_media":2703,"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-4650","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\/4650","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=4650"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/4650\/revisions"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4650"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}