{"id":779,"date":"2026-04-28T20:23:13","date_gmt":"2026-04-28T20:23:13","guid":{"rendered":"https:\/\/sites.nd.edu\/aim3d\/?page_id=779"},"modified":"2026-06-03T16:17:25","modified_gmt":"2026-06-03T16:17:25","slug":"publications","status":"publish","type":"page","link":"https:\/\/sites.nd.edu\/aim3d\/publications\/","title":{"rendered":"Publications"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:15%\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"412\" height=\"157\" src=\"https:\/\/sites.nd.edu\/aim3d\/files\/2026\/06\/KDD26.jpeg\" alt=\"\" class=\"wp-image-886\" srcset=\"https:\/\/sites.nd.edu\/aim3d\/files\/2026\/06\/KDD26.jpeg 412w, https:\/\/sites.nd.edu\/aim3d\/files\/2026\/06\/KDD26-300x114.jpeg 300w\" sizes=\"auto, (max-width: 412px) 100vw, 412px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:85%\">\n<p>Zaytsev, D., Kuskova, V., &amp; Coppedge, M. (2026). <em><a href=\"https:\/\/arxiv.org\/abs\/2603.20980\"><strong>From Causal Discovery to Dynamic Causal Inference in Neural Time Series<\/strong><\/a><\/em>. In <em>Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2026)<\/em>. arXiv preprint arXiv:2603.20980.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:15%\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"289\" height=\"94\" src=\"https:\/\/sites.nd.edu\/aim3d\/files\/2026\/05\/ICML.png\" alt=\"\" class=\"wp-image-824\" style=\"width:100px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:85%\">\n<p>Kuskova, V., Zaytsev, D., &amp; Coppedge, M. (2026). <a href=\"https:\/\/arxiv.org\/abs\/2605.26408\"><strong><em>Function-Valued Causal Influence in Nonlinear Time Series<\/em><\/strong><\/a>. In <em>Proceedings of the 43rd International Conference on Machine Learning (ICML 2026)<\/em>. arXiv preprint arXiv:2605.26408.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:15%\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"737\" height=\"935\" src=\"https:\/\/sites.nd.edu\/aim3d\/files\/2026\/04\/RQD-2026.png\" alt=\"\" class=\"wp-image-794\" style=\"width:100px\" srcset=\"https:\/\/sites.nd.edu\/aim3d\/files\/2026\/04\/RQD-2026.png 737w, https:\/\/sites.nd.edu\/aim3d\/files\/2026\/04\/RQD-2026-236x300.png 236w\" sizes=\"auto, (max-width: 737px) 100vw, 737px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:85%\">\n<p>Zaytsev, D., Kuskova, V., &amp; Coppedge, M. (2026). <em><a href=\"https:\/\/arxiv.org\/abs\/2604.20127\"><strong>Trajectory-Aware Reliability Modeling of Democratic Systems<\/strong><\/a><\/em>. The 31st ISSAT International Conference on Reliability &amp; Quality in Design Proceedings and arXiv preprint arXiv:2604.20127.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:15%\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"410\" height=\"402\" src=\"https:\/\/sites.nd.edu\/aim3d\/files\/2026\/04\/FLAIRS-1.png\" alt=\"\" class=\"wp-image-797\" style=\"width:100px\" srcset=\"https:\/\/sites.nd.edu\/aim3d\/files\/2026\/04\/FLAIRS-1.png 410w, https:\/\/sites.nd.edu\/aim3d\/files\/2026\/04\/FLAIRS-1-300x294.png 300w\" sizes=\"auto, (max-width: 410px) 100vw, 410px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:85%\">\n<p>Kuskova, V., Zaytsev, D., &amp; Coppedge, M. (2026). <strong>Beyond Coefficients: Forecast-Necessity Testing for Interpretable Causal Discovery in Nonlinear Time-Series Models<\/strong>.&nbsp;<a href=\"https:\/\/journals.flvc.org\/FLAIRS\/article\/view\/141791\"><em>The International FLAIRS Conference Proceedings<\/em>,&nbsp;<em>39<\/em>(1)<\/a> and <a href=\"https:\/\/arxiv.org\/abs\/2604.18751\">arXiv preprint arXiv: 2604.18751<\/a>.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Zaytsev, D., Kuskova, V., &amp; Coppedge, M. (2026). From Causal Discovery to Dynamic Causal Inference in Neural Time Series. In Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2026). arXiv preprint arXiv:2603.20980. Kuskova, V., Zaytsev, D., &amp; Coppedge, M. (2026). Function-Valued Causal Influence in Nonlinear Time Series. In Proceedings [&hellip;]<\/p>\n","protected":false},"author":5174,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-779","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sites.nd.edu\/aim3d\/wp-json\/wp\/v2\/pages\/779","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.nd.edu\/aim3d\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.nd.edu\/aim3d\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.nd.edu\/aim3d\/wp-json\/wp\/v2\/users\/5174"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.nd.edu\/aim3d\/wp-json\/wp\/v2\/comments?post=779"}],"version-history":[{"count":28,"href":"https:\/\/sites.nd.edu\/aim3d\/wp-json\/wp\/v2\/pages\/779\/revisions"}],"predecessor-version":[{"id":892,"href":"https:\/\/sites.nd.edu\/aim3d\/wp-json\/wp\/v2\/pages\/779\/revisions\/892"}],"wp:attachment":[{"href":"https:\/\/sites.nd.edu\/aim3d\/wp-json\/wp\/v2\/media?parent=779"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}