{"id":4499,"date":"2025-11-04T06:10:46","date_gmt":"2025-11-04T06:10:46","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=4499"},"modified":"2025-11-04T06:10:46","modified_gmt":"2025-11-04T06:10:46","slug":"unified-design-informed-idler-hunting-3wm-4wm-with-atl-twpa-priors","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=4499","title":{"rendered":"Unified Design-Informed Idler Hunting: 3WM\/4WM with ATL\/TWPA Priors"},"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\/Unified-Design-Informed-Idler-Hunting-3WM-4WM-with-ATL-TWPA-Priors-bgilbert1984.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Unified Design-Informed Idler Hunting 3WM 4WM with ATL TWPA Priors bgilbert1984.\"><\/object><a id=\"wp-block-file--media-fa6e0d14-d635-4d42-9d78-630b90226325\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Unified-Design-Informed-Idler-Hunting-3WM-4WM-with-ATL-TWPA-Priors-bgilbert1984.pdf\">Unified Design-Informed Idler Hunting 3WM 4WM with ATL TWPA Priors bgilbert1984<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/11\/Unified-Design-Informed-Idler-Hunting-3WM-4WM-with-ATL-TWPA-Priors-bgilbert1984.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-fa6e0d14-d635-4d42-9d78-630b90226325\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We fuse idler hunting with hardware priors from<br>parametric amplifiers (ATL\/TWPA): pump-locked 3WM\/4WM<br>loci, stopbands, and RPM notch\/pole sentinels. The result is a<br>unified, design-aware score that boosts precision under crowding<br>without model retraining. We define separate 3WM\/4WM proximity terms with pump-referenced tolerances, apply stopband<br>penalties only to unexplainable energy, add RPM bonuses near<br>phase-matching sentinels, and auto-tune weights (w0, w3, w4) to<br>maximize PR-AUC. A press-once kit produces ROC\/PR curves,<br>FPR@95%TPR, ablations over ppm and FIFO depth, and<br>a proximity heatmap. Real ops JSONL can be ingested to<br>reproduce results on field logs.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We fuse idler hunting with hardware priors fromparametric amplifiers (ATL\/TWPA): pump-locked 3WM\/4WMloci, stopbands, and RPM notch\/pole sentinels. The result is aunified, design-aware score that boosts precision under crowdingwithout model retraining. We define separate 3WM\/4WM proximity terms with pump-referenced tolerances, apply stopbandpenalties only to unexplainable energy, add RPM bonuses nearphase-matching sentinels, and auto-tune weights (w0, w3,&hellip;&nbsp;<\/p>\n","protected":false},"author":2,"featured_media":2692,"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-4499","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\/4499","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=4499"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/4499\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/2692"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4499"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}