{"id":3728,"date":"2025-09-24T18:11:28","date_gmt":"2025-09-24T18:11:28","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3728"},"modified":"2025-09-24T18:11:28","modified_gmt":"2025-09-24T18:11:28","slug":"grouped-query-attention-for-subscriber-routing-in-message-oriented-middleware","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=3728","title":{"rendered":"Grouped Query Attention for Subscriber Routing in Message-Oriented Middleware"},"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\/Grouped-Query-Attention-for-Subscriber-Routing-1.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Grouped Query Attention for Subscriber Routing.\"><\/object><a id=\"wp-block-file--media-f4f72249-f5bf-4bf9-a617-fe30d30e601c\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Grouped-Query-Attention-for-Subscriber-Routing-1.pdf\">Grouped Query Attention for Subscriber Routing<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Grouped-Query-Attention-for-Subscriber-Routing-1.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-f4f72249-f5bf-4bf9-a617-fe30d30e601c\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We study GroupedSubscriberManager (GQAinspired): subscribers are grouped, per-topic group sets are<br>KV-cached, groups are ordered by measured performance (faster<br>first), and subscribers are ordered by priority (within group).<br>We quantify cache-hit ratios, group prioritization accuracy,<br>and end-to-end throughput under synthetic workloads. Our<br>approach achieves cache-hit ratios up to 90% while maintaining<br>priority semantics and adapting group ordering based on<br>real-time performance feedback.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We study GroupedSubscriberManager (GQAinspired): subscribers are grouped, per-topic group sets areKV-cached, groups are ordered by measured performance (fasterfirst), and subscribers are ordered by priority (within group).We quantify cache-hit ratios, group prioritization accuracy,and end-to-end throughput under synthetic workloads. Ourapproach achieves cache-hit ratios up to 90% while maintainingpriority semantics and adapting group ordering based onreal-time performance feedback.<\/p>\n","protected":false},"author":2,"featured_media":2896,"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-3728","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\/3728","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=3728"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3728\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/2896"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3728"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}