{"id":4282,"date":"2025-10-28T12:27:52","date_gmt":"2025-10-28T12:27:52","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=4282"},"modified":"2025-10-28T12:27:52","modified_gmt":"2025-10-28T12:27:52","slug":"adversarial-robustness-in-pub-sub-visualization-poison-flood-and-replay","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=4282","title":{"rendered":"Adversarial Robustness in Pub\/Sub Visualization: Poison, Flood, and Replay"},"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\/10\/Adversarial_Robustness_in_Pub_Sub_Visualization_Poison_Flood_and_Replay.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Adversarial_Robustness_in_Pub_Sub_Visualization_Poison_Flood_and_Replay.\"><\/object><a id=\"wp-block-file--media-e4c629c3-c79e-4a63-a15f-fa5e5abd50b6\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/10\/Adversarial_Robustness_in_Pub_Sub_Visualization_Poison_Flood_and_Replay.pdf\">Adversarial_Robustness_in_Pub_Sub_Visualization_Poison_Flood_and_Replay<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/10\/Adversarial_Robustness_in_Pub_Sub_Visualization_Poison_Flood_and_Replay.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-e4c629c3-c79e-4a63-a15f-fa5e5abd50b6\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">We study adversarial pressures on real-time publish\/subscribe visualization pipelines. We target three practical<br>attack classes\u2014poison, flood, and replay\u2014and evaluate two<br>lightweight defenses: envelope checks and per-source quota. Using<br>a synthetic but calibrated harness, we show that combining the two<br>mitigations sustains up to 2905.1 msgs\/s with a minimum drop-rate<br>of 0.03, while keeping p50\/p99 detection latency near 177\/352 ms.<br>Our results suggest most viz-layer attacks can be neutralized<br>without heavy cryptography when basic schema validation and<br>per-source shaping are enforced at the broker edge.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We study adversarial pressures on real-time publish\/subscribe visualization pipelines. We target three practicalattack classes\u2014poison, flood, and replay\u2014and evaluate twolightweight defenses: envelope checks and per-source quota. Usinga synthetic but calibrated harness, we show that combining the twomitigations sustains up to 2905.1 msgs\/s with a minimum drop-rateof 0.03, while keeping p50\/p99 detection latency near 177\/352 ms.Our results&hellip;&nbsp;<\/p>\n","protected":false},"author":2,"featured_media":4136,"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-4282","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\/4282","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=4282"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/4282\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/4136"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4282"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}