{"id":4625,"date":"2025-11-10T03:56:36","date_gmt":"2025-11-10T03:56:36","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=4625"},"modified":"2025-11-10T03:56:36","modified_gmt":"2025-11-10T03:56:36","slug":"fallback-paths-hierarchical-%e2%86%92-frequency-based-rescue-for-rf-modulation-inference","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=4625","title":{"rendered":"Fallback Paths: Hierarchical \u2192 Frequency-Based Rescue for RF Modulation Inference"},"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\/Fallback-Paths-Hierarchical-Frequency-Based-Rescue-for-RF-Modulation-Inference-spectrcyde.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Fallback Paths Hierarchical Frequency-Based Rescue for RF Modulation Inference spectrcyde.\"><\/object><a id=\"wp-block-file--media-bfa8edc2-f891-4692-9b0a-383b4ddb80ba\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Fallback-Paths-Hierarchical-Frequency-Based-Rescue-for-RF-Modulation-Inference-spectrcyde.pdf\">Fallback Paths Hierarchical Frequency-Based Rescue for RF Modulation Inference spectrcyde<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Fallback-Paths-Hierarchical-Frequency-Based-Rescue-for-RF-Modulation-Inference-spectrcyde.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-bfa8edc2-f891-4692-9b0a-383b4ddb80ba\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We implement a hierarchical fallback in<br>classify_signal() that attempts the parent deep path<br>and, on exception, drops to a fast frequency-based classifier.<br>On synthetic RF IQ, we inject realistic failure modes (load<br>error, shape mismatch, NaN input, timeout, class mismatch) at<br>probability pfail and report rescue rate and accuracy impacts.<br>The rescue adds &lt; 1 ms median latency and corrects a majority<br>of failed inferences across modes.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We implement a hierarchical fallback inclassify_signal() that attempts the parent deep pathand, on exception, drops to a fast frequency-based classifier.On synthetic RF IQ, we inject realistic failure modes (loaderror, shape mismatch, NaN input, timeout, class mismatch) atprobability pfail and report rescue rate and accuracy impacts.The rescue adds &lt; 1 ms median latency and corrects a&hellip;&nbsp;<\/p>\n","protected":false},"author":2,"featured_media":2854,"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-4625","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\/4625","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=4625"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/4625\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/2854"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4625"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}