{"id":702,"date":"2025-12-02T20:43:56","date_gmt":"2025-12-02T20:43:56","guid":{"rendered":"https:\/\/aseados.ucd.ie\/?p=702"},"modified":"2025-12-02T20:56:21","modified_gmt":"2025-12-02T20:56:21","slug":"tharindu-has-a-paper-evaluating-the-robustness-of-dl-based-aad-in-sdn-iot-networks-against-ood-data-and-poisoning-attacks-using-autoencoders-has-been-published-in-the-springer-jour","status":"publish","type":"post","link":"https:\/\/aseados.ucd.ie\/?p=702","title":{"rendered":"Tharindu has a paper, \u201cEvaluating the Robustness of DL-Based AAD in SDN-IoT Networks Against OOD Data and Poisoning Attacks Using Autoencoders\u201d, has been published in the Springer Journal of Network and Systems Management (IF: 3.9, Q1), Dec 2025"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"702\" class=\"elementor elementor-702\" data-elementor-settings=\"[]\">\n\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"elementor-element elementor-element-a5ac31c elementor-section-boxed elementor-section-height-default elementor-section-height-default elementor-section elementor-top-section\" data-id=\"a5ac31c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3347b6e elementor-column elementor-col-100 elementor-top-column\" data-id=\"3347b6e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap  elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t<div class=\"elementor-element elementor-element-19eacf1 elementor-widget elementor-widget-text-editor\" data-id=\"19eacf1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\"><p><span class=\"citation-65\" style=\"color: #000000; font-family: 'Open Sans'; font-size: 22px;\">We are thrilled to announce that our lab\u2019s latest paper, \u201c<strong>Evaluating the Robustness of DL-Based AAD in SDN-IoT Networks Against OOD Data and Poisoning Attacks Using Autoencoders<\/strong><\/span><span class=\"citation-65\" style=\"color: #000000; font-family: 'Open Sans'; font-size: 22px;\">,\u201d has been accepted for publication in the Springer Journal of Network and Systems Management (Special Issue: Cyber-Security in Software-defined and Virtualized Infrastructures). Congratulate Tharindu!<\/span><\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b7ffc3 elementor-widget elementor-widget-image\" data-id=\"4b7ffc3\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"790\" height=\"365\" src=\"https:\/\/aseados.ucd.ie\/wp-content\/uploads\/2025\/12\/Screenshot-from-2025-12-02-20-49-13.png\" class=\"attachment-large size-large\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-element elementor-element-c030ddd elementor-section-boxed elementor-section-height-default elementor-section-height-default elementor-section elementor-top-section\" data-id=\"c030ddd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d32b921 elementor-column elementor-col-100 elementor-top-column\" data-id=\"d32b921\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap  elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t<div class=\"elementor-element elementor-element-83d5b72 elementor-widget elementor-widget-text-editor\" data-id=\"83d5b72\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\"><p>This work explores the <strong>robustness of deep learning\u2013based<\/strong> Autonomous anomaly detection systems in SDN-IoT networks against out-of-distribution data and poisoning attacks. Our findings show that denoising autoencoders offer improved resilience in securing dynamic, large-scale SDN-IoT environments.<\/p>\n<p>Explore more at <a href=\"http:\/\/\ud83d\udd17 Link to the Paper: https:\/\/lnkd.in\/enxd3MCE\">this link<\/a>.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>We are thrilled to announce that our lab\u2019s latest paper, \u201cEvaluating the Robustness of DL-Based AAD in SDN-IoT Networks Against OOD Data and Poisoning Attacks Using Autoencoders,\u201d has been accepted for publication in the Springer Journal of Network and Systems Management (Special Issue: Cyber-Security in Software-defined and Virtualized Infrastructures). Congratulate Tharindu! This work explores the&hellip; <\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"featured_image_src":null,"featured_image_src_square":null,"author_info":{"display_name":"Nhien-An Le-Khac","author_link":"https:\/\/aseados.ucd.ie\/?author=2"},"_links":{"self":[{"href":"https:\/\/aseados.ucd.ie\/index.php?rest_route=\/wp\/v2\/posts\/702"}],"collection":[{"href":"https:\/\/aseados.ucd.ie\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aseados.ucd.ie\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aseados.ucd.ie\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/aseados.ucd.ie\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=702"}],"version-history":[{"count":2,"href":"https:\/\/aseados.ucd.ie\/index.php?rest_route=\/wp\/v2\/posts\/702\/revisions"}],"predecessor-version":[{"id":705,"href":"https:\/\/aseados.ucd.ie\/index.php?rest_route=\/wp\/v2\/posts\/702\/revisions\/705"}],"wp:attachment":[{"href":"https:\/\/aseados.ucd.ie\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=702"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aseados.ucd.ie\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=702"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aseados.ucd.ie\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=702"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}