Publications
Publications
Conferences
- Exploiting Fairness to Enhance Sensitive Attributes Reconstruction. Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala. IEEE Conference on Secure and Trustworthy Machine Learning - SaTML, 2023.
- Fooling SHAP with Stealthily Biased Sampling. Gabriel Laberge, Ulrich Aïvodji, Satoshi Hara, Mario Marchand, Foutse Khomh. International Conference on Learning Representations - ICLR, 2023.
- Leveraging Integer Linear Programming to Learn Optimal Fair Rule Lists. Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala. International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research - CPAIOR, 2022.
- Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations. Jessica Dai, Sohini Upadhyay, Ulrich Aïvodji, Stephen H. Bach, Himabindu Lakkaraju. AAAI/ACM Conference on AI, Ethics, and Society - AIES, 2022.
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Journals
- Meeting points in ridesharing: A privacy-preserving approach. Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Marc-Olivier Killijian. Transportation Research Part C: Emerging Technologies, 2016.
- Improving Fairness Generalization Through a Sample-Robust Optimization Method. Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala. Machine learning, 2022.
- ML-based Performance Modeling in SDN-enabled Data Center Networks. Benoit Nougnanke, Yann Labit, Marc Bruyere, Ulrich Aïvodji, Simone Ferlin. IEEE Transactions on Network and Service Management, 2022.
- Local Data Debiasing for Fairness Based on Generative Adversarial Training. Ulrich Aïvodji, François Bidet, Sébastien Gambs, Rosin C. Ngueveu, Alain Tapp. Algorithms, 2021.
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Workshops
- Privacy-Preserving route synchronization for ridesharing. Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Marc-Olivier Killijian. Atelier sur la Protection de la Vie Privée, 2015.
- Privacy-preserving carpooling. Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Marc-Olivier Killijian. International Workshop on Freight Transportation and Logistics, 2015.
- Covoiturage respectueux de la vie privée. Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Marc-Olivier Killijian. Congrès annuel de la Société Française de Recherche Opérationnelle et d'Aide à la Décision, 2016.
- Privacy-Preserving matching for ridesharing. Ulrich Aïvodji, Kévin Huguenin, Marie-José Huguet, Marc-Olivier Killijian. Atelier sur la Protection de la Vie Privée, 2017.
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Preprints
- Probabilistic Dataset Reconstruction from Interpretable Models. Julien Ferry, Ulrich Aïvodji, Sébastien Gambs, Marie-José Huguet, Mohamed Siala. , 2023.
- Fairness Under Demographic Scarce Regime. Patrik Joslin Kenfack, Samira Ebrahimi Kahou, Ulrich Aïvodji. , 2023.
- Learning Hybrid Interpretable Models: Theory, Taxonomy, and Methods. Julien Ferry, Gabriel Laberge, Ulrich Aïvodji. , 2023.
- Model extraction from counterfactual explanations. Ulrich Aïvodji, Alexandre Bolot, Sébastien Gambs. , 2020.
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