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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

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, 100616. doi: 10.1016/j.caeai.2026.100616

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

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

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. New York, NY, USA: ACM. doi: 10.1145/3774905.3793123

DriftNavi: Talk through Your Data Drift with LLMs

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

Other Outputs

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

Book Chapter

VESPA: Visual Event-Stream Progressive Analytics

Burattin, Andrea, Miksch, Silvia, Sadiq, Shazia, Schulz, Hans-Jörg and Vrotsou, Katerina (2026). VESPA: Visual Event-Stream Progressive Analytics. Lecture Notes in Business Information Processing. (pp. 549-556) Cham: Springer Nature Switzerland. doi: 10.1007/978-3-032-13426-4_40

VESPA: Visual Event-Stream Progressive Analytics

2026

Book Chapter

Milana: Bridging Process Mining and Visual Analytics Through Task Classification

Zimmermann, Lisa, Vrotsou, Katerina, Soffer, Pnina, Koytek, Philipp, Weber, Barbara and Sadiq, Shazia (2026). Milana: Bridging Process Mining and Visual Analytics Through Task Classification. Lecture Notes in Business Information Processing. (pp. 557-572) Cham: Springer Nature Switzerland. doi: 10.1007/978-3-032-13426-4_41

Milana: Bridging Process Mining and Visual Analytics Through Task Classification

2026

Book Chapter

Data-Centric Support for Dynamic Processes

Reichert, Manfred, Sadiq, Shazia and Weber, Barbara (2026). Data-Centric Support for Dynamic Processes. Lecture Notes in Computer Science. (pp. 126-140) Cham: Springer Nature Switzerland. doi: 10.1007/978-3-032-17618-9_10

Data-Centric Support for Dynamic Processes

2026

Book Chapter

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. Lecture Notes in Computer Science. (pp. 3-18) 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

2025

Journal Article

When Graph Contrastive Learning Backfires: Spectral Vulnerability and Defense in Recommendation

Wang, Zongwei, Gao, Min, Yu, Junliang, Sadiq, Shazia, Yin, Hongzhi and Liu, Ling (2025). When Graph Contrastive Learning Backfires: Spectral Vulnerability and Defense in Recommendation. ACM Transactions on Information Systems, 44 (2) 3779448, 1-30. doi: 10.1145/3779448

When Graph Contrastive Learning Backfires: Spectral Vulnerability and Defense in Recommendation

2025

Journal Article

Denoising pretrained black-box models via amplitude-guided phase realignment

Ni, Hongliang, Chen, Tong, Sadiq, Shazia and Demartini, Gianluca (2025). Denoising pretrained black-box models via amplitude-guided phase realignment. Transactions on Machine Learning Research, December-2025, 1-16.

Denoising pretrained black-box models via amplitude-guided phase realignment

2025

Conference Publication

Are synthetic videos useful? A benchmark for retrieval-centric evaluation of synthetic videos

Zhao, Zecheng, Song, Selena, Chen, Tong, Chen, Zhi, Sadiq, Shazia and Luo, Yadan (2025). Are synthetic videos useful? A benchmark for retrieval-centric evaluation of synthetic videos. 2025 Conference on Multimedia-MM, Dublin, Ireland, 27-31 October 2025. New York, NY, United States: ACM. doi: 10.1145/3746027.3758257

Are synthetic videos useful? A benchmark for retrieval-centric evaluation of synthetic videos

2025

Conference Publication

Learning a universal crime predictor with knowledge-guided hypernetworks

Karimova, Fidan, Chen, Tong, Yang, Yu and Sadiq, Shazia (2025). Learning a universal crime predictor with knowledge-guided hypernetworks. 28th European Conference on Artificial Intelligence, Bologna, Italy, 25-30 October 2025. Amsterdam, Netherlands: IOS Press. doi: 10.3233/FAIA251027

Learning a universal crime predictor with knowledge-guided hypernetworks

2025

Journal Article

Leveraging artificial intelligence technology for mapping publications to sustainable development goals

Yin, Hui, Aryani, Amir, Lambert, Gavin, Wu, Zhuochen, Nambiar, Nakul, White, Marcus, Salvador-Carulla, Luis, Sadiq, Shazia, Sojli, Elvira, Boddy, Jennifer, Murray, Greg and Tham, Wing Wah (2025). Leveraging artificial intelligence technology for mapping publications to sustainable development goals. Array, 27 100419. doi: 10.1016/j.array.2025.100419

Leveraging artificial intelligence technology for mapping publications to sustainable development goals

2025

Conference Publication

Progressive Generalization Risk Reduction for Data-Efficient Causal Effect Estimation

Wen, Hechuan, Chen, Tong, Ye, Guanhua, Chai, Li Kheng, Sadiq, Shazia and Yin, Hongzhi (2025). Progressive Generalization Risk Reduction for Data-Efficient Causal Effect Estimation. KDD '25: The 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Toronto, Canada, 3 - 7 August 2025. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3690624.3709305

Progressive Generalization Risk Reduction for Data-Efficient Causal Effect Estimation

2025

Conference Publication

ID-free not risk-free: LLM-powered agents unveil risks in ID-free recommender systems

Wang, Zongwei, Gao, Min, Yu, Junliang, Gao, Xinyi, Nguyen, Quoc Viet Hung, Sadiq, Shazia and Yin, Hongzhi (2025). ID-free not risk-free: LLM-powered agents unveil risks in ID-free recommender systems. 48th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (ACM SIGIR 2025), Padua, Italy, 13-18 July 2025. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3726302.3730003

ID-free not risk-free: LLM-powered agents unveil risks in ID-free recommender systems

2025

Conference Publication

Continual text-to-video retrieval with frame fusion and task-aware routing

Zhao, Zecheng, Chen, Zhi, Huang, Zi, Sadiq, Shazia and Chen, Tong (2025). Continual text-to-video retrieval with frame fusion and task-aware routing. 48th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (ACM SIGIR 2025), Padua, Italy, 13-18 July 2025. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3726302.3729936

Continual text-to-video retrieval with frame fusion and task-aware routing