1. Improving Diversity in Language Models: When Temperature Fails, Change the Loss (ICML, 2025)
2. Lattice Climber Attack: Adversarial attacks for randomized mixtures of classifiers (ECML, 2025)
3. Improving Discriminator Guidance in Diffusion Models (ECML, 2025)
4. What Makes Large Language Models Reason in (Multi-Turn) Code Generation? (ICLR, 2025)
5. Unveiling the Role of Randomization in Multiclass Adversarial Classification: Insights from Graph Theory (AIStats, 2025)
6. Exploring Precision and Recall to assess the quality and diversity of LLMs (ACL, 2024)
7. Optimal Budgeted Rejection Sampling for Generative Models (AIStats, 2024)
8. Precision-Recall Divergence Optimization for Generative Modeling with GANs and Normalizing Flows (NeurIPS, 2023)
9. On the Role of Randomization in Adversarially Robust Classification (NeurIPS, 2023)
10. On the expressivity of normalizing flows (Asian Conference on Machine Learning, 2022)
11. Deep Policy Learning for Perfect Rectangle Packing (PRL@IJCAI, 2021)
12. Deep Reinforcement Learning for Morpion Solitaire (ICGA, 2021)
13. On the expressivity of bi-Lipschitz normalizing flows (arXiv preprint arXiv:2107.07232, 2021)
Research Experience
Past or current Ph.D. students include:
- Alexandre Araujo (defended), with Jamal Atif, CIFRE with Wavestone, currently postdoc at NYU.
- Boris Doux (defended), with Tristan Cazenanve, currently Software Engineer AWS, Dallas Texas.
- Alexandre Vérine, with Yann Chevaleyre, École Normale scholarship.
- Lucas Gnecco, with Yann Chevaleyre, ANR project DELCO.
- Kunhao Zheng, with Gabriel Synnaeve and Yann Chevaleyre, CDDP META/FAIR.
Background
Associate professor at the Lamsade laboratory from PSL – Paris Dauphine university, in Paris. Co-leader of the MILES research team, with a focus on Machine Learning. Also co-director of the IASD Master Program (AI and Data Science) with Olivier Cappé, and partially in charge of the computer science graduate program of PSL. Currently launching Nautia, a startup project aiming to use reinforcement learning to steer large racing sailboats.
Miscellany
Contact Information:
- E-mail: {firstname.lastname} @ psl.dauphine.eu
- Mailing Address: LAMSADE, Place du Maréchal de Lattre de Tassigny, 75 775 PARIS CEDEX 16, FRANCE