{"id":3750,"date":"2025-09-25T03:49:54","date_gmt":"2025-09-25T03:49:54","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3750"},"modified":"2025-09-25T03:49:54","modified_gmt":"2025-09-25T03:49:54","slug":"mixture-of-experts-dispatching-for-scalable-communication-pipelines-3","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=3750","title":{"rendered":"Mixture of Experts Dispatching for Scalable Communication Pipelines"},"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\/Mixture-of-Experts-Dispatching-for-Scalable-Communication-Pipelines.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Mixture of Experts Dispatching for Scalable Communication Pipelines.\"><\/object><a id=\"wp-block-file--media-07520c18-76c1-454d-91a8-5c028a4ebde8\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Mixture-of-Experts-Dispatching-for-Scalable-Communication-Pipelines.pdf\">Mixture of Experts Dispatching for Scalable Communication Pipelines<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Mixture-of-Experts-Dispatching-for-Scalable-Communication-Pipelines.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-07520c18-76c1-454d-91a8-5c028a4ebde8\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We study a Mixture-of-Experts (MoE) dispatcher for<br>message-oriented middleware with sparse activation (top-k), loadaware gating, and performance-adaptive scoring. Against roundrobin and random baselines, MoE improves throughput, lowers<br>latency, balances load, and reduces gating overhead via simple<br>multiplicative gating with online EWMA performance updates.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We study a Mixture-of-Experts (MoE) dispatcher formessage-oriented middleware with sparse activation (top-k), loadaware gating, and performance-adaptive scoring. Against roundrobin and random baselines, MoE improves throughput, lowerslatency, balances load, and reduces gating overhead via simplemultiplicative gating with online EWMA performance updates.<\/p>\n","protected":false},"author":2,"featured_media":2497,"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-3750","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\/3750","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=3750"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3750\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/2497"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3750"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}