{"id":4568,"date":"2025-11-08T23:48:26","date_gmt":"2025-11-08T23:48:26","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=4568"},"modified":"2025-11-08T23:48:26","modified_gmt":"2025-11-08T23:48:26","slug":"spectral-vs-temporal-vs-hybrid-inputs-for-rf-modulation-recognition-under-aliasing-stress","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=4568","title":{"rendered":"Spectral vs Temporal vs Hybrid Inputs for RF Modulation Recognition under Aliasing Stress"},"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\/Spectral-vs-Temporal-vs-Hybrid-Inputs-for-RF-Modulation-Recognition-Spectrcyde.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Spectral vs Temporal vs Hybrid Inputs for RF Modulation Recognition Spectrcyde.\"><\/object><a id=\"wp-block-file--media-d8c5b1e3-3f21-4bc1-8786-1c7059f47ded\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Spectral-vs-Temporal-vs-Hybrid-Inputs-for-RF-Modulation-Recognition-Spectrcyde.pdf\">Spectral vs Temporal vs Hybrid Inputs for RF Modulation Recognition Spectrcyde<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Spectral-vs-Temporal-vs-Hybrid-Inputs-for-RF-Modulation-Recognition-Spectrcyde.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-d8c5b1e3-3f21-4bc1-8786-1c7059f47ded\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We compare spectral ( create spectral input:<br>FFT\u2192256), temporal ( create temporal input: 128 I\/Q), and<br>hybrid fusion ( create transformer input) for modulation<br>recognition. We report macro-AUROC and robustness under<br>test-time aliasing (integer decimation with\/without anti-alias<br>FIR).<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We compare spectral ( create spectral input:FFT\u2192256), temporal ( create temporal input: 128 I\/Q), andhybrid fusion ( create transformer input) for modulationrecognition. We report macro-AUROC and robustness undertest-time aliasing (integer decimation with\/without anti-aliasFIR).<\/p>\n","protected":false},"author":2,"featured_media":4570,"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-4568","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\/4568","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=4568"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/4568\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/4570"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4568"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}