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2026

Book Chapter

Towards Ontological Support for Governance, Risk and Compliance of Enterprise AI

Hong, Jasmine, Nigam, Surabhi, Someh, Ida Asadi, Zillner, Sonja and Sadiq, Shazia (2026). Towards Ontological Support for Governance, Risk and Compliance of Enterprise AI. Lecture Notes in Computer Science. (pp. 359-368) Cham: Springer Nature Switzerland. doi: 10.1007/978-3-032-40795-5_21

Towards Ontological Support for Governance, Risk and Compliance of Enterprise AI

2026

Journal Article

Secure Recommender Systems: A Co-evolutionary Survey of Vulnerabilities, Attacks, and Defenses

Wang, Zongwei, Gao, Min, Yu, junliang, Li, Sijia, Zhou, Lei, Cheng, Mingchao, Liu, Juntao, Chen, Tong, Sadiq, Shazia and Yin, Hongzhi (2026). Secure Recommender Systems: A Co-evolutionary Survey of Vulnerabilities, Attacks, and Defenses. ACM Transactions on Information Systems 3849811. doi: 10.1145/3849811

Secure Recommender Systems: A Co-evolutionary Survey of Vulnerabilities, Attacks, and Defenses

2026

Journal Article

Alignment-Guided Largest Table Overlap Size Estimation

Lee, Ge, Huang, Shixun, Bao, Zhifeng, Sadiq, Shazia and Zhao, Yanchang (2026). Alignment-Guided Largest Table Overlap Size Estimation. Proceedings of the ACM on Management of Data, 4 (4), 1-27. doi: 10.1145/3837095

Alignment-Guided Largest Table Overlap Size Estimation

2026

Journal Article

Efficient distinctiveness maximization in datasets assemblage: from homogeneous to heterogeneous datasets

Wang, Tingting, Huang, Shixun, Bao, Zhifeng, Culpepper, J. Shane, Dedeoglu, Volkan, Arablouei, Reza, Sadiq, Shazia and Qin, A. K. (2026). Efficient distinctiveness maximization in datasets assemblage: from homogeneous to heterogeneous datasets. The VLDB Journal, 35 (6) 52. doi: 10.1007/s00778-026-01005-2

Efficient distinctiveness maximization in datasets assemblage: from homogeneous to heterogeneous datasets

2026

Journal Article

Building AI companions that prioritise learning over performance

Khosravi, Hassan, Gašević, Dragan, Sadiq, Shazia, Yan, Lixiang, Lodge, Jason M., Tangen, Jason M., Denny, Paul, DiCerbo, Kristen, Buckingham Shum, Simon and Baker, Ryan S. (2026). Building AI companions that prioritise learning over performance. Computers and Education: Artificial Intelligence, 11 100680, 100680-100680. doi: 10.1016/j.caeai.2026.100680

Building AI companions that prioritise learning over performance

2026

Journal Article

RuleAgent: discovering rules for recommendation denoising with autonomous language agents

Wang, Zongwei, Gao, Min, Yu, junliang, Hou, Yupeng, Sadiq, Shazia and Yin, Hongzhi (2026). RuleAgent: Discovering Rules for Recommendation Denoising with Autonomous Language Agents. ACM Transactions on Information Systems 3841469. doi: 10.1145/3841469

RuleAgent: discovering rules for recommendation denoising with autonomous language agents

2026

Journal Article

AI assistance in peer feedback provision: pedagogically sound, but minimally adopted

Pozdniakov, Stanislav, Brazil, Jonathan, Banihashem, Seyyed Kazem, Noroozi, Omid, Gašević, Dragan, Sadiq, Shazia and Khosravi, Hassan (2026). AI assistance in peer feedback provision: pedagogically sound, but minimally adopted. Computers and Education, 248 105591, 1-20. doi: 10.1016/j.compedu.2026.105591

AI assistance in peer feedback provision: pedagogically sound, but minimally adopted

2026

Journal Article

From knowledge gaps to learning opportunities: leveraging student questions and dual use of generative AI to support student learning at scale

Pozdniakov, Stanislav, Brazil, Jonathan, Poquet, Oleksandra, Krusche, Stephan, Berrezueta-Guzman, Santiago, Sadiq, Shazia and Khosravi, Hassan (2026). From knowledge gaps to learning opportunities: leveraging student questions and dual use of generative AI to support student learning at scale. Computers and Education: Artificial Intelligence, 10 100509, 100509. doi: 10.1016/j.caeai.2025.100509

From knowledge gaps to learning opportunities: leveraging student questions and dual use of generative AI to support student learning at scale

2026

Journal Article

Augmenting knowledge tracing through modeling dynamic higher-order concept interactions: a temporal hypergraph memory network

Mohammadi, Mehrnoush, Berahmand, Kamal, Sadiq, Shazia and Khosravi, Hassan (2026). Augmenting knowledge tracing through modeling dynamic higher-order concept interactions: a temporal hypergraph memory network. Computers and Education: Artificial Intelligence, 10 100616, 1-15. doi: 10.1016/j.caeai.2026.100616

Augmenting knowledge tracing through modeling dynamic higher-order concept interactions: a temporal hypergraph memory network

2026

Conference Publication

DriftNavi: talk through your data drift with LLMs

Wang, Zixin, Yu, Junliang, Chen, Tong, Luo, Yadan and Sadiq, Shazia (2026). DriftNavi: talk through your data drift with LLMs. WWW '26: The ACM Web Conference 2026, Dubai, United Arab Emirates, 29 June-3July 2026. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3774905.3793123

DriftNavi: talk through your data drift with LLMs

2026

Conference Publication

Towards detecting persuasion on social media: from model development to insights on persuasion strategies

Meguellati, Elyas, Civelli, Stefano, Bernardelle, Pietro, Sadiq, Shazia, King, Irwin and Demartini, Gianluca (2026). Towards detecting persuasion on social media: from model development to insights on persuasion strategies. Twentieth International AAAI Conference on Web and Social Media, Los Angeles, CA, United States, 27-29 May 2026. Washington, DC, United States: Association for the Advancement of Artificial Intelligence (AAAI). doi: 10.1609/icwsm.v20i1.42714

Towards detecting persuasion on social media: from model development to insights on persuasion strategies

2026

Conference Publication

APD: Ad persuasion dashboard — Insights into Facebook political campaign strategies

Meguellati, Elyas, Civelli, Stefano, Sadiq, Shazia and Demartini, Gianluca (2026). APD: Ad persuasion dashboard — Insights into Facebook political campaign strategies. Twentieth International AAAI Conference on Web and Social Media, Los Angeles, CA, United States, 27-29 May 2026. Washington, DC, United States: Association for the Advancement of Artificial Intelligence (AAAI). doi: 10.1609/icwsm.v20i1.42807

APD: Ad persuasion dashboard — Insights into Facebook political campaign strategies

2026

Journal Article

Shape-agnostic table overlap discovery: a maximum common subhypergraph approach

Lee, Ge, Huang, Shixun, Bao, Zhifeng, Naumann, Felix, Sadiq, Shazia and Zhao, Yanchang (2026). Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach. Proceedings of the ACM on Management of Data, 4 (3), 1-26. doi: 10.1145/3802108

Shape-agnostic table overlap discovery: a maximum common subhypergraph approach

2026

Conference Publication

Decomposition-driven multi-table retrieval and reasoning for numerical question answering

Luo, Feng, Lan, Hai, Luo, Hui, Bao, Zhifeng, Wang, Xiaoli, Culpepper, J.Shane and Sadiq, Shazia (2026). Decomposition-driven multi-table retrieval and reasoning for numerical question answering. 2026 IEEE 42nd International Conference on Data Engineering (ICDE), Montreal, QC, Canada, 4-8 May 2026. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/icde65706.2026.00142

Decomposition-driven multi-table retrieval and reasoning for numerical question answering

2026

Newspaper Article

Accepted but not trusted: The continuum of legitimation of AI in policing

Pool, Javad, Indulska, Marta, Asadi, Ida, Sadiq, Shazia and Moss, Nick (2026, 04 23). Accepted but not trusted: The continuum of legitimation of AI in policing Policing Insight

Accepted but not trusted: The continuum of legitimation of AI in policing

2026

Journal Article

Missing value imputation in tabular data lakes unleashed: a hybrid approach

Luo, Feng, Lan, Hai, Luo, Hui, Bao, Zhifeng, Culpepper, J. Shane, Sadiq, Shazia and Wang, Xiaoli (2026). Missing value imputation in tabular data lakes unleashed: a hybrid approach. The VLDB Journal, 35 (2) 11, 1-23. doi: 10.1007/s00778-025-00957-1

Missing value imputation in tabular data lakes unleashed: a hybrid approach

2026

Edited Outputs

Data-Centric Support for Dynamic Processes

(2026). Data-Centric Support for Dynamic Processes. Heidelberg, Germany: Springer. doi: 10.1007/978-3-032-17618-9_10

Data-Centric Support for Dynamic Processes

2026

Conference Publication

Towards cost-effective model update in online feature-incremental learning

Tan, Zirui, Wen, Hechuan, Sadiq, Shazia and Chen, Tong (2026). Towards cost-effective model update in online feature-incremental learning. 26th International Conference on Web Information Systems Engineering (WISE 2025), Marrakech, Morocco, 15-17 December 2025. Singapore: Springer Nature Singapore. doi: 10.1007/978-981-95-7394-3_1

Towards cost-effective model update in online feature-incremental learning

2026

Journal Article

Preface

Bork, Dominik, Lukyanenko, Roman, Sadiq, Shazia, Bellatreche, Ladjel and Pastor, Oscar (2026). Preface. Lecture Notes in Computer Science, 16189 LNCS, v-vi.

Preface

2026

Edited Outputs

Conceptual Modeling : 44th International Conference, ER 2025, Poitiers, France, October 20–23, 2025, Proceedings

Bork, Dominik, Lukyanenko, Roman, Sadiq, Shazia, Bellatreche, Ladjel and Pastor, Oscar eds. (2026). Conceptual Modeling : 44th International Conference, ER 2025, Poitiers, France, October 20–23, 2025, Proceedings. 44th International Conference, ER 2025, Poitiers, France, October 20–23, 2025, Proceedings, Poitiers, France, 20–23, October 2025. Heidelberg, Germany: Springer. doi: 10.1007/978-3-032-08623-5

Conceptual Modeling : 44th International Conference, ER 2025, Poitiers, France, October 20–23, 2025, Proceedings