{"id":3756,"date":"2025-09-25T16:34:47","date_gmt":"2025-09-25T16:34:47","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3756"},"modified":"2025-09-25T16:34:47","modified_gmt":"2025-09-25T16:34:47","slug":"speculative-decoding-for-message-oriented-systems-early-exit-with-confidence-2","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=3756","title":{"rendered":"Speculative Decoding for Message-Oriented Systems: Early Exit with Confidence"},"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\/Speculative-Decoding-for-Message-Oriented-Systems-Early-Exit-with-Confidence.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Speculative Decoding for Message-Oriented Systems Early Exit with Confidence.\"><\/object><a id=\"wp-block-file--media-02abd69b-14e0-42a2-9f62-ab1dc0930083\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Speculative-Decoding-for-Message-Oriented-Systems-Early-Exit-with-Confidence.pdf\">Speculative Decoding for Message-Oriented Systems Early Exit with Confidence<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Speculative-Decoding-for-Message-Oriented-Systems-Early-Exit-with-Confidence.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-02abd69b-14e0-42a2-9f62-ab1dc0930083\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We study speculative decoding for message-oriented<br>systems: a fast predictor proposes a decision and exits early when<br>confidence exceeds a threshold \u03c4 , otherwise a slow, more accurate<br>predictor runs (with timeout \u2206). We quantify accuracy\/latency<br>tradeoffs, throughput gains, accept\/fallback rates, and show how<br>\u03c4 and \u2206 shape the Pareto frontier.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We study speculative decoding for message-orientedsystems: a fast predictor proposes a decision and exits early whenconfidence exceeds a threshold \u03c4 , otherwise a slow, more accuratepredictor runs (with timeout \u2206). We quantify accuracy\/latencytradeoffs, throughput gains, accept\/fallback rates, and show how\u03c4 and \u2206 shape the Pareto frontier.<\/p>\n","protected":false},"author":2,"featured_media":3228,"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-3756","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\/3756","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=3756"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3756\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/3228"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3756"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}