{"id":3718,"date":"2025-09-24T00:49:27","date_gmt":"2025-09-24T00:49:27","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3718"},"modified":"2025-09-24T00:49:27","modified_gmt":"2025-09-24T00:49:27","slug":"balanced-vs-boundary-seeking-policies-for-robustness-discovery","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=3718","title":{"rendered":"Balanced vs Boundary-Seeking Policies for Robustness Discovery"},"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\/Balanced_vs_Boundary-Seeking_Policies_for_Robustness_Discovery.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Balanced_vs_Boundary-Seeking_Policies_for_Robustness_Discovery.\"><\/object><a id=\"wp-block-file--media-80520181-b871-4dda-b76f-2cf46b844f75\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Balanced_vs_Boundary-Seeking_Policies_for_Robustness_Discovery.pdf\">Balanced_vs_Boundary-Seeking_Policies_for_Robustness_Discovery<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Balanced_vs_Boundary-Seeking_Policies_for_Robustness_Discovery.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-80520181-b871-4dda-b76f-2cf46b844f75\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Which exploration policy finds robustness<br>cliffs fastest under fixed budgets? We ablate &#8211;focus<br>\u2208 {boundary,runtime,robustness, balanced} atop our<br>agentic sweep framework [1], measuring (i) time-to-first-cliff,<br>(ii) area-under-uncertainty, and (iii) policy ranking under fixed<br>wall-clock and evaluation budgets. Results show that explicitly<br>boundary-seeking acquisitions dominate low-budget discovery,<br>while balanced policies win under tight runtime constraints<br>when end-to-end system effects (ghost cost [2], scheduler<br>overhead [3], and SLA tails [4]) are included.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Which exploration policy finds robustnesscliffs fastest under fixed budgets? We ablate &#8211;focus\u2208 {boundary,runtime,robustness, balanced} atop ouragentic sweep framework [1], measuring (i) time-to-first-cliff,(ii) area-under-uncertainty, and (iii) policy ranking under fixedwall-clock and evaluation budgets. Results show that explicitlyboundary-seeking acquisitions dominate low-budget discovery,while balanced policies win under tight runtime constraintswhen end-to-end system effects (ghost cost [2], scheduleroverhead [3],&hellip;&nbsp;<\/p>\n","protected":false},"author":2,"featured_media":1612,"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-3718","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\/3718","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=3718"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3718\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/1612"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3718"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}