| 2026 | WWW | Fine-Grained Traceability for Transparent ML Pipelines. | Liping Chen, Mujie Liu, Haytham M. Fayek |
| 2026 | WWW | When to Invoke: Refining LLM Fairness with Toxicity Assessment. | Jing Ren, Bowen Li, Ziqi Xu, Renqiang Luo, Shuo Yu, Xin Ye, Haytham M. Fayek, Xiaodong Li, Feng Xia |
| 2026 | WWW | When to Trust: A Causality-Aware Calibration Framework for Accurate Knowledge Graph Retrieval-Augmented Generation. | Jing Ren, Bowen Li, Ziqi Xu, Xikun Zhang, Haytham M. Fayek, Xiaodong Li |
| 2025 | EMNLP | Less Is More? Examining Fairness in Pruned Large Language Models for Summarising Opinions. | Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang |
| 2024 | ICLR | SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS. | Yameng Peng, Andy Song, Haytham M. Fayek, Vic Ciesielski, Xiaojun Chang |
| 2024 | ICMI | Comparing Subjective Measures of Workload in Video Game Play: Evaluating the Test-Retest Reliability of the VGDS and NASA-TLX. | Emma Jane Pretty, Renan Luigi Martins Guarese, Haytham M. Fayek, Fabio Zambetta |
| 2023 | GECCO | Fast Evolutionary Neural Architecture Search by Contrastive Predictor with Linear Regions. | Yameng Peng, Andy Song, Vic Ciesielski, Haytham M. Fayek, Xiaojun Chang |
| 2023 | VR | Evoking empathy with visually impaired people through an augmented reality embodiment experience. | Renan Guarese, Emma Pretty, Haytham M. Fayek, Fabio Zambetta, Ron G. van Schyndel |
| 2023 | VR | Replicability and Transparency for the Creation of Public Human User Video Game Datasets. | Emma J. Pretty, Renan Guarese, Haytham M. Fayek, Fabio Zambetta |
| 2022 | GECCO | PRE-NAS: predictor-assisted evolutionary neural architecture search. | Yameng Peng, Andy Song, Vic Ciesielski, Haytham M. Fayek, Xiaojun Chang |
| 2022 | WACV | Knowledge Capture and Replay for Continual Learning. | Saisubramaniam Gopalakrishnan, Pranshu Ranjan Singh, Haytham M. Fayek, Savitha Ramasamy, Arulmurugan Ambikapathi |
| 2020 | IJCAI | Large Scale Audiovisual Learning of Sounds with Weakly Labeled Data. | Haytham M. Fayek, Anurag Kumar |
| 2016 | IJCNN | Modeling subjectiveness in emotion recognition with deep neural networks: Ensembles vs soft labels. | Haytham M. Fayek, Margaret Lech, Lawrence Cavedon |
| 2016 | Interspeech | On the Correlation and Transferability of Features Between Automatic Speech Recognition and Speech Emotion Recognition. | Haytham M. Fayek, Margaret Lech, Lawrence Cavedon |
| 2013 | MMAR | Real-time implementation of a Type-2 Fuzzy Logic Controller to control a DC servomotor with different defuzzification methods. | Haytham M. Fayek, I. Elamvazuthi |