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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

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

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. doi: 10.1007/s00778-025-00957-1

Missing Value Imputation in Tabular Data Lakes Unleashed: A Hybrid Approach

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

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

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

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

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

How do experts make sense of integrated process models?

Chen, Tianwa, Weber, Barbara, Shanks, Graeme, Demartini, Gianluca, Indulska, Marta and Sadiq, Shazia (2025). How do experts make sense of integrated process models?. 37th International Conference, CAiSE 2025, Vienna, Austria, 16-20 June 2025. Cham, Switzerland: Springer Switzerland. doi: 10.1007/978-3-031-94571-7_1

How do experts make sense of integrated process models?

2025

Conference Publication

LLM-Based Semantic Augmentation for Harmful Content Detection

Meguellati, Elyas, Zeghina, Assaad, Sadiq, Shazia and Demartini, Gianluca (2025). LLM-Based Semantic Augmentation for Harmful Content Detection. Nineteenth International AAAI Conference on Web and Social Media, Copenhagen, Denmark, 23-26 June 2025. Washington, DC United States: Association for the Advancement of Artificial Intelligence (AAAI). doi: 10.1609/icwsm.v19i1.35868

LLM-Based Semantic Augmentation for Harmful Content Detection

2025

Journal Article

Artificial intelligence in multimodal learning analytics: a systematic literature review

Mohammadi, Mehrnoush, Tajik, Elham, Martinez-Maldonado, Roberto, Sadiq, Shazia, Tomaszewski, Wojtek and Khosravi, Hassan (2025). Artificial intelligence in multimodal learning analytics: a systematic literature review. Computers and Education: Artificial Intelligence, 8 100426, 1-30. doi: 10.1016/j.caeai.2025.100426

Artificial intelligence in multimodal learning analytics: a systematic literature review

2025

Journal Article

Enhancing peer feedback provision through user interface scaffolding: A comparative examination of scripting and self-monitoring techniques

Lahza, Hatim Fareed, Demartini, Gianluca, Noroozi, Omid, Gašević, Dragan, Sadiq, Shazia and Khosravi, Hassan (2025). Enhancing peer feedback provision through user interface scaffolding: A comparative examination of scripting and self-monitoring techniques. Computers and Education, 230 105260, 1-22. doi: 10.1016/j.compedu.2025.105260

Enhancing peer feedback provision through user interface scaffolding: A comparative examination of scripting and self-monitoring techniques

2025

Conference Publication

Let the Augmentation Path Speak

Ji, Daomin, Luo, Hui, Bao, Zhifeng, Sadiq, Shazia and Culpepper, J. Shane (2025). Let the Augmentation Path Speak. WWW '25: The ACM Web Conference 2025, Sydney, NSW, Australia, 28 April - 2 May 2025. New York, NY, United States: ACM. doi: 10.1145/3701716.3715183

Let the Augmentation Path Speak

2025

Conference Publication

Are Large Language Models Good Data Preprocessors?

Meguellati, Elyas, Pratama, Nardiena, Sadiq, Shazia and Demartini, Gianluca (2025). Are Large Language Models Good Data Preprocessors?. WWW '25: The ACM Web Conference 2025, Sydney, NSW Australia, 28 April - 2 May 2025. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3701716.3717568

Are Large Language Models Good Data Preprocessors?