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

Orellana-Martín, D., Riscos-Núñez, A., & Linares-Barranco, A. (2026). Towards Olive Tree Water Stress Classification with Spiking Neural P Systems. In Proceedings of the 26th International Conference on Membrane Computing (ICMC 2026).
Lipat, J. J., Adorna, H. N., Cabarle, F. G. C., Martínez-del-Amor, M. Á., & Orellana-Martín, D. (2026). Toward Partition-Aware Design of Spiking Neural P Systems: A Bulk Synchronous Parallel Cost Model and a Binary Multiplication Case Study. In Proceedings of the 26th International Conference on Membrane Computing (ICMC 2026)
Orellana-Martín, David. "Computing with Spikes and Membranes: Computability and Complexity in Spiking Neural P Systems." Conference on Computability in Europe. Cham: Springer Nature Switzerland, 2026..
Ousmane Tom Bechir, Adán José-García, Zaineb Chelly Dagdia, Vincent Sobanski and Clarisse Dhaenens, "A Firefly Algorithm for Mixed-Variable Optimization Based on Hybrid Distance Modeling", International Conference on Neural Information Processing. 2026 (ICONIP 2026).
Adouani, Malek, and Zaineb Chelly Dagdia. "Exploring Utility-Fairness-Privacy Trade-offs in Synthetic Sensitive Tabular Data." International Conference on Neural Information Processing. 2026 (ICONIP 2026).
Adouani, Malek, Nadia Ben Azzouna, Karine Zeitouni, and Zaineb Chelly Dagdia. "Towards Fair and Private Synthetic Health Data: A Hybrid Generative Framework under Zero-Concentrated Differential Privacy." In International Conference on Neural Information Processing. 2026. (ICONIP 2026).
Mohamed Bouziane, Julien Sottiaux, Vincent Sobanski, Aurélien Chepy, Zaineb Chelly Dagdia. "X-Insight: Interactive Dashboard for Explainable Unsupervised Learning". European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECML PKDD, Sep 2026, Naples, Italy (ECML PKDD 2026, accepted)
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
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)
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)
Eya BEN DHIAF, Yasmina SADI, Lamjed BEN SAID, Nicholas HEMING, Djilali ANNANE, Zaineb CHELLY DAGDIA, "Construction neuro-symbolique d’une ontologie clinique à partir de dossiers patients non structurés : application au sepsis", 37^es journées de l’Ingénierie des Connaissances (IC), 1-3 juillet 2026, Arras, France, Événement affilié à la Plate-Forme Intelligence Artificielle (PFIA'2026) (to appear)
Rahma Hellali, Zaineb Chelly Dagdia, Ahmed Ktaish, Karine Zeitouni, Djillali Annane. "Détection de la sensibilité aux corticostéroïdes chez les patients septiques à l’aide d’une approche personnalisée de fouille de données : une étude clinique". 12^ème Conférence sur les Applications Pratiques de l’Intelligence Artificielle (PFIA), 30 au 3 juillet 2026, Arras, France, Événement affilié à la Plate-Forme Intelligence Artificielle (PFIA'2026) (to appear)
Malek Adouani, Zaineb Chelly Dagdia. "Génération de Données Synthétiques Équitables et Préservant la Vie Privée via Autoencodeur Variationnel Basé sur le Clustering et Réseaux Antagonistes Génératifs". 29^ème Conférence Nationale en Intelligence Artificielle (CNIA), 29 juin au 1^er juillet 2026, Arras, France, Événement affilié à la Plate-Forme Intelligence Artificielle (PFIA'2026) (to appear)