{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,25]],"date-time":"2026-07-25T05:02:20Z","timestamp":1784955740047,"version":"3.55.0"},"reference-count":44,"publisher":"IEEE","license":[{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T00:00:00Z","timestamp":1782864000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"Horizon Europe"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,7]]},"DOI":"10.1109\/ecai69016.2026.11613699","type":"proceedings-article","created":{"date-parts":[[2026,7,24]],"date-time":"2026-07-24T19:10:30Z","timestamp":1784920230000},"page":"1-8","source":"Crossref","is-referenced-by-count":0,"title":["Incremental Causal Discovery in Time Series Using Transformer Models"],"prefix":"10.1109","author":[{"given":"Stoyan","family":"Nikolov","sequence":"first","affiliation":[{"name":"GATE Institute","place":["Sofia, Bulgaria"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"S. Ensiye","family":"Kiyamousavi","sequence":"additional","affiliation":[{"name":"GATE Institute","place":["Sofia, Bulgaria"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Boris","family":"Kraychev","sequence":"additional","affiliation":[{"name":"GATE Institute","place":["Sofia, Bulgaria"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vassil","family":"Vassilev","sequence":"additional","affiliation":[{"name":"GATE Institute","place":["Sofia, Bulgaria"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN64981.2025.11228047"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.4212251"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN60899.2024.10651028"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.2307\/1912791"},{"key":"ref5","article-title":"Bayesian networks: A model of self-activated memory for evidential reasoning","volume-title":"Proceedings of the Annual Meeting of the Cognitive Science Society","author":"Peal"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.2333\/bhmk.41.65"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1177\/089443939100900106"},{"issue":"7","key":"ref8","first-page":"557","article-title":"Correlation and causation","volume":"20","author":"Wright","year":"1921","journal-title":"Journal of agricultural research"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/1591878"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.3390\/e22101142"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-11-s6-s27"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3390\/make1010019"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2021.3065601"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2024.3415149"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN54540.2023.10192004"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.52202\/075280-1366"},{"key":"ref18","article-title":"How transformers learn causal structure with gradient descent","author":"Nichani","year":"2024"},{"key":"ref19","first-page":"29348","article-title":"Mind the gap: Assessing temporal generalization in neural language models","volume":"34","author":"Lazaridou","year":"2021","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-71125-8"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW59228.2023.00240"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2024.3484461"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3580305.3599392"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3637528.3671999"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1613\/jair.1.13428"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/n19\u20131423"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3505244"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/3616855.3635733"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.psep.2023.03.017"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1007\/s44248-025-00087-7"},{"key":"ref31","article-title":"Transforming Causality: Transformer-Based Temporal Causal Discovery with Prior Knowledge Integration","author":"Huang","year":"2025"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/s0079-7421(08)60536-8"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2019.01.012"},{"key":"ref34","first-page":"1","article-title":"An Information Theoretic Framework for Continual Learning of Causal Networks","volume-title":"Proceedings of The Second AAAI Bridge Program on Continual Causality","author":"Mian"},{"key":"ref35","first-page":"18","article-title":"Prospects of Continual Causality for Industrial Applications","volume-title":"Proceedings of The First AAAI Bridge Program on Continual Causality","author":"Fujiwara"},{"key":"ref36","first-page":"85","article-title":"From continual learning to causal discovery in robotics","volume-title":"AAAI Bridge Program on Continual Causality","author":"Castri","year":"2023"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1063\/1.5025050"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2023.101975"},{"key":"ref39","first-page":"2901","article-title":"Causal discovery and forecasting in nonstationary environments with state-space models","volume-title":"International conference on machine learning","author":"Huang"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2010.08.063"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.3758\/pbr.16.2.225"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1611835114"},{"key":"ref43","article-title":"Integrated Observation, Mapping, Monitoring and Prediction for Functional Biodiversity of Coastal Seas","author":"Project","year":"2023"},{"issue":"349","key":"ref44","article-title":"Marine catchment basins and anthropogenic effects on coastal fishery ecosystems","author":"Caddy","year":"1995","journal-title":"FAO Fisheries Technical Paper (FAO)"}],"event":{"name":"2026 18th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","location":"Bucharest, Romania","start":{"date-parts":[[2026,7,2]]},"end":{"date-parts":[[2026,7,3]]}},"container-title":["2026 18th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11613560\/11613162\/11613699.pdf?arnumber=11613699","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,25]],"date-time":"2026-07-25T04:30:03Z","timestamp":1784953803000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11613699\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7]]},"references-count":44,"URL":"https:\/\/doi.org\/10.1109\/ecai69016.2026.11613699","relation":{},"subject":[],"published":{"date-parts":[[2026,7]]}}}