Publications
Journal papers
- Adouani, Malek, Djillali Annane, and Zaineb Chelly Dagdia. "Rethinking fairness in unsupervised healthcare AI: A methodological scoping review." Journal of Biomedical Informatics (2026): 105040.
International conferences
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Tom Devynck, Bilal Faye, Nadjib Lazaar, Hanane Azzag, Mustapha lebbah, Djamel Bouchaffra. Energy-Regularized Spatial Masking: A Novel Approach to Enhancing Robustness and Interpretability in Vision Models. IJCAI (main conference), IJCAI-ECAI 2026, the 35th International Joint Conference on Artificial Intelligence. Bremen, Germany, on 15-21 of August 2026. https://arxiv.org/pdf/2604.06893
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Tom Devynck, Bilal FAYE, Djamel Djamel BOUCHAFFRA, Nadjib Lazaar, Hanane AZZAG, Mustapha Lebbah. "Energy-Based Dropout with Patch-Level Regularization". European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2026, accepted)
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Bilal Faye, Hanane Azzag, Mustapha Lebbah. "Prototype-Guided Diffusion: Efficient Visual Conditioning without External Memory". 2026 IEEE World Congress on Computational Intelligence, the International Joint Conference on Neural Networks, WCCI (IJCNN 2026, accepted)
- Liza Chetouani, Bilal Faye, Hanane Azzag, Zaineb Chelly Dagdia, Mustapha Lebbah. "ProfileFormer: A Profile-Based Transformer for Context-Aware Tabular Data Generation". 2026 IEEE World Congress on Computational Intelligence, the International Joint Conference on Neural Networks, WCCI (IJCNN 2026, accepted)
