{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T18:02:39Z","timestamp":1784311359993,"version":"3.55.0"},"reference-count":39,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,11,1]],"date-time":"2026-11-01T00:00:00Z","timestamp":1793491200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,11,1]],"date-time":"2026-11-01T00:00:00Z","timestamp":1793491200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T00:00:00Z","timestamp":1781568000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Information Sciences"],"published-print":{"date-parts":[[2026,11]]},"DOI":"10.1016\/j.ins.2026.123801","type":"journal-article","created":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T16:15:14Z","timestamp":1781626514000},"page":"123801","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"C","title":["X-TREATS: Integrating explainability and fairness into streaming entity resolution"],"prefix":"10.1016","volume":"755","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6339-9117","authenticated-orcid":false,"given":"Tiago Brasileiro","family":"Ara\u00fajo","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0683-030X","authenticated-orcid":false,"given":"Vasilis","family":"Efthymiou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1317-8062","authenticated-orcid":false,"given":"Kostas","family":"Stefanidis","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.ins.2026.123801_bib0005","series-title":"International Conference on Web Engineering","first-page":"469","article-title":"The five generations of entity resolution on web data","author":"Nikoletos","year":"2024"},{"issue":"11","key":"10.1016\/j.ins.2026.123801_bib0010","doi-asserted-by":"crossref","first-page":"3279","DOI":"10.14778\/3611479.3611525","article-title":"Through the fairness lens: experimental analysis and evaluation of entity matching","volume":"16","author":"Shahbazi","year":"2023","journal-title":"Proc. VLDB Endow."},{"issue":"6","key":"10.1016\/j.ins.2026.123801_bib0015","doi-asserted-by":"crossref","first-page":"1369","DOI":"10.1007\/s00778-023-00791-3","article-title":"An analysis of one-to-one matching algorithms for entity resolution","volume":"32","author":"Papadakis","year":"2023","journal-title":"VLDB J."},{"issue":"6","key":"10.1016\/j.ins.2026.123801_bib0020","doi-asserted-by":"crossref","first-page":":127:1","DOI":"10.1145\/3418896","article-title":"An overview of end-to-end entity resolution for big data","volume":"53","author":"Christophides","year":"2021","journal-title":"ACM Comput. Surv."},{"issue":"11","key":"10.1016\/j.ins.2026.123801_bib0025","doi-asserted-by":"crossref","first-page":"2783","DOI":"10.14778\/3611479.3611487","article-title":"A randomized blocking structure for streaming record linkage","volume":"16","author":"Karapiperis","year":"2023","journal-title":"Proc. VLDB Endow."},{"key":"10.1016\/j.ins.2026.123801_bib0030","series-title":"Proceedings of the 35th Annual ACM Symposium on Applied Computing, SAC \u201920","first-page":"412","article-title":"Schema-agnostic blocking for streaming data","author":"Ara\u00fajo","year":"2020"},{"key":"10.1016\/j.ins.2026.123801_bib0035","doi-asserted-by":"crossref","DOI":"10.1016\/j.is.2024.102506","article-title":"TREATS: fairness-aware entity resolution over streaming data","volume":"129","author":"Ara\u00fajo","year":"2025","journal-title":"Inf. Syst."},{"issue":"11","key":"10.1016\/j.ins.2026.123801_bib0040","doi-asserted-by":"crossref","first-page":"9739","DOI":"10.1007\/s10115-025-02515-1","article-title":"Optimizing feature selection with genetic algorithms: a review of methods and applications","volume":"67","author":"Taha","year":"2025","journal-title":"Knowl. Inf. Syst."},{"key":"10.1016\/j.ins.2026.123801_bib0045","series-title":"Proceedings of the 2018 International Conference on Management of Data","first-page":"19","article-title":"Deep learning for entity matching: a design space exploration","author":"Mudgal","year":"2018"},{"key":"10.1016\/j.ins.2026.123801_bib0050","series-title":"Proceedings of the Web Conference 2021","first-page":"1686","article-title":"GNEM: a generic one-to-set neural entity matching framework","author":"Chen","year":"2021"},{"issue":"1","key":"10.1016\/j.ins.2026.123801_bib0055","doi-asserted-by":"crossref","first-page":"50","DOI":"10.14778\/3421424.3421431","article-title":"Deep entity matching with pre-trained language models","volume":"14","author":"Li","year":"2020","journal-title":"Proc. VLDB Endow."},{"issue":"1","key":"10.1016\/j.ins.2026.123801_bib0060","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s00778-024-00879-4","article-title":"An in-depth analysis of pre-trained embeddings for entity resolution","volume":"34","author":"Zeakis","year":"2025","journal-title":"VLDB J."},{"key":"10.1016\/j.ins.2026.123801_bib0065","series-title":"2024 IEEE 40th International Conference on Data Engineering (ICDE)","first-page":"2205","article-title":"Generating explanations to understand and repair embedding-based entity alignment","author":"Tian","year":"2024"},{"issue":"3","key":"10.1016\/j.ins.2026.123801_bib0070","doi-asserted-by":"crossref","first-page":"431","DOI":"10.1007\/s00778-021-00697-y","article-title":"Fairness in rankings and recommendations: an overview","volume":"31","author":"Pitoura","year":"2022","journal-title":"VLDB J."},{"issue":"8","key":"10.1016\/j.ins.2026.123801_bib0075","doi-asserted-by":"crossref","first-page":"2482","DOI":"10.14778\/3742728.3742742","article-title":"Deduplicated sampling on-demand","volume":"18","author":"Zecchini","year":"2025","journal-title":"Proc. VLDB Endow."},{"issue":"8","key":"10.1016\/j.ins.2026.123801_bib0080","first-page":"8171","article-title":"LEMON: explainable entity matching","volume":"35","author":"Barlaug","year":"2022","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"10.1016\/j.ins.2026.123801_bib0085","author":"Gkolemis"},{"issue":"4","key":"10.1016\/j.ins.2026.123801_bib0090","first-page":"1","article-title":"Counterfactual explanation for fairness in recommendation","volume":"42","author":"Wang","year":"2024","journal-title":"ACM Trans. Inf. Syst."},{"key":"10.1016\/j.ins.2026.123801_bib0095","doi-asserted-by":"crossref","first-page":"647","DOI":"10.1007\/s10115-013-0679-x","article-title":"Explaining prediction models and individual predictions with feature contributions","volume":"41","author":"\u0160trumbelj","year":"2014","journal-title":"Knowl. Inf. Syst."},{"key":"10.1016\/j.ins.2026.123801_bib0100","series-title":"2022 IEEE 38th International Conference on Data Engineering (ICDE)","first-page":"41","article-title":"Streaming algorithms for diversity maximization with fairness constraints","author":"Wang","year":"2022"},{"key":"10.1016\/j.ins.2026.123801_bib0105","doi-asserted-by":"crossref","first-page":"145127","DOI":"10.1109\/ACCESS.2025.3599990","article-title":"Fairness and explanations in entity resolution: an overview","volume":"13","author":"Brasileiro Ara\u00fajo","year":"2025","journal-title":"IEEE Access"},{"key":"10.1016\/j.ins.2026.123801_bib0110","series-title":"Proceedings of the 30th ACM International Conference on Information & Knowledge Management","first-page":"3004","article-title":"FairER: entity resolution with fairness constraints","author":"Efthymiou","year":"2021"},{"key":"10.1016\/j.ins.2026.123801_bib0115","series-title":"2024 IEEE 40th International Conference on Data Engineering Workshops (ICDEW)","first-page":"226","article-title":"On explaining unfairness: an overview","author":"Fragkathoulas","year":"2024"},{"key":"10.1016\/j.ins.2026.123801_bib0120","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1016\/j.icte.2024.12.001","article-title":"Enhancing transparency and trust in AI-powered manufacturing: a survey of explainable AI (XAI) applications in smart manufacturing in the era of Industry 4.0\/5.0","volume":"11","author":"Nikiforidis","year":"2024","journal-title":"ICT Express"},{"key":"10.1016\/j.ins.2026.123801_bib0125","series-title":"Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","first-page":"1135","article-title":"Why should I trust you? Explaining the predictions of any classifier","author":"Ribeiro","year":"2016"},{"key":"10.1016\/j.ins.2026.123801_bib0130","series-title":"Asian Conference on Machine Learning","first-page":"375","article-title":"DALE: differential accumulated local effects for efficient and accurate global explanations","author":"Gkolemis","year":"2023"},{"issue":"12","key":"10.1016\/j.ins.2026.123801_bib0135","doi-asserted-by":"crossref","first-page":"568","DOI":"10.3390\/info13120568","article-title":"Incremental entity blocking over heterogeneous streaming data","volume":"13","author":"Ara\u00fajo","year":"2022","journal-title":"Information"},{"issue":"11","key":"10.1016\/j.ins.2026.123801_bib0140","doi-asserted-by":"crossref","first-page":"1454","DOI":"10.14778\/3236187.3236198","article-title":"Distributed representations of tuples for entity resolution","volume":"11","author":"Ebraheem","year":"2018","journal-title":"Proc. VLDB Endow."},{"issue":"3","key":"10.1016\/j.ins.2026.123801_bib0145","doi-asserted-by":"crossref","first-page":"835","DOI":"10.1007\/s10551-022-05239-2","article-title":"Ethics at the centre of global and local challenges: thoughts on the future of business ethics","volume":"180","author":"B\u00f6hm","year":"2022","journal-title":"J. Bus. Ethics"},{"key":"10.1016\/j.ins.2026.123801_bib0150","doi-asserted-by":"crossref","first-page":"85333","DOI":"10.1109\/ACCESS.2023.3303810","article-title":"A survey on networked data streaming with apache kafka","volume":"11","author":"Raptis","year":"2023","journal-title":"IEEE Access"},{"issue":"17","key":"10.1016\/j.ins.2026.123801_bib0155","doi-asserted-by":"crossref","DOI":"10.3390\/electronics13173497","article-title":"Explainable AI in manufacturing and industrial cyber\u2013physical systems: a survey","volume":"13","author":"Moosavi","year":"2024","journal-title":"Electronics"},{"issue":"11","key":"10.1016\/j.ins.2026.123801_bib0160","doi-asserted-by":"crossref","first-page":"2459","DOI":"10.14778\/3476249.3476294","article-title":"Deep learning for blocking in entity matching: a design space exploration","volume":"14","author":"Thirumuruganathan","year":"2021","journal-title":"Proc. VLDB Endow."},{"key":"10.1016\/j.ins.2026.123801_bib0165","series-title":"International Conference on Advances in Social Networks Analysis and Mining","first-page":"278","article-title":"Balancing efficiency and quality in LLM-based entity resolution on structured data","author":"Nananukul","year":"2024"},{"key":"10.1016\/j.ins.2026.123801_bib0170","doi-asserted-by":"crossref","DOI":"10.1016\/j.ijepes.2025.110982","article-title":"Resilient memory sampled-data controller for synchronization of semi-Markovian jump competitive neural networks with mixed delays","volume":"171","author":"Chandrasekar","year":"2025","journal-title":"Int. J. Electr. Power Energy Syst."},{"key":"10.1016\/j.ins.2026.123801_bib0175","series-title":"2022 IEEE International Conference on Big Data (Big Data)","first-page":"5068","article-title":"Entity matching with AUC-based fairness","author":"Nilforoushan","year":"2022"},{"key":"10.1016\/j.ins.2026.123801_bib0180","series-title":"European Conference on Advances in Databases and Information Systems","first-page":"555","article-title":"Bias evaluation in contextual machine learning","author":"Dalla Vecchia","year":"2025"},{"key":"10.1016\/j.ins.2026.123801_bib0185","series-title":"2024 IEEE 40th International Conference on Data Engineering (ICDE)","first-page":"3476","article-title":"Fairness-aware data preparation for entity matching","author":"Shahbazi","year":"2024"},{"key":"10.1016\/j.ins.2026.123801_bib0190","series-title":"2025 Systems and Information Engineering Design Symposium (SIEDS)","first-page":"386","article-title":"Enhancing smart contract security with explainable AI: a framework for re-entrancy vulnerability detection and explanation","author":"Maturi","year":"2025"},{"key":"10.1016\/j.ins.2026.123801_bib0195","series-title":"ECAI 2023","first-page":"859","article-title":"RHALE: robust and heterogeneity-aware accumulated local effects","author":"Gkolemis","year":"2023"}],"container-title":["Information Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0020025526007322?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0020025526007322?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T17:02:55Z","timestamp":1784307775000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0020025526007322"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,11]]},"references-count":39,"alternative-id":["S0020025526007322"],"URL":"https:\/\/doi.org\/10.1016\/j.ins.2026.123801","relation":{},"ISSN":["0020-0255"],"issn-type":[{"value":"0020-0255","type":"print"}],"subject":[],"published":{"date-parts":[[2026,11]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"X-TREATS: Integrating explainability and fairness into streaming entity resolution","name":"articletitle","label":"Article Title"},{"value":"Information Sciences","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.ins.2026.123801","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Authors. Published by Elsevier Inc.","name":"copyright","label":"Copyright"}],"article-number":"123801"}}