Publications

Conference Papers

• Instance-Wise Minimax-Optimal Algorithms for Logistic Bandits,
Marc Abeille, Louis Faury, Clément Calauzènes.
International Conference on Artificial Intelligence and Statistics (AISTATS), 2021.
( arXiv || slides || poster)

• Self-Concordant Analysis of Generalized Linear Bandits with Forgetting
Yoan Russac, Louis Faury, Olivier Cappé, Aurélien Garivier.
International Conference on Artificial Intelligence and Statistics (AISTATS), 2021.
( arXiv || poster)

• Optimal Regret Bounds for Generalized Linear Bandits under Parameter Drift.
Louis Faury, Yoan Russac, Marc Abeille, Clément Calauzènes.
International Conference on Algorithmic Learning Theory (ALT), 2021.
( pdf)

• Improved Optimistic Algorithms for Logistic Bandits.
Louis Faury, Marc Abeille, Clément Calauzènes, Olivier Fercoq.
International Conference of Machine Learning (ICML), 2020.
( arXiv || pdf || slides)

• Distributionally Robust Counterfactual Risk Minimization.
Louis Faury, Ugo Tanielian, Elena Smirnova, Flavian Vasile, Elvis Dohmatob.
AAAI Conference on Artificial Intelligence (AAAI), 2020.
( arXiv || pdf || slides || poster)

• Rover Descent: Learning to optimize by learning to navigate on prototypical loss surfaces.
Louis Faury, Flavian Vasile.
12th International Conference on Learning and Intelligent Optimization Conference, 2018.
( arXiv || link)

Workshop Papers

• Improving Offline Contextual Bandits with Distributional Robustness,
Otmane Sahki, Louis Faury, Flavian Vasile.
REVEAL Workshop, RecSys’20.
( pdf)

• Benchmarking GNN-CMA-ES on the BBOB noiseless testbed.
Louis Faury, Clément Calauzènes, Olivier Fercoq.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2019.
( link || slides)

Preprints

• Improving Evolutionary Strategies with Generative Neural Networks, Louis Faury, Clément Calauzènes, Olivier Fercoq.
( arXiv)

• Neural Generative Models for Global Optimization with Gradients, Louis Faury, Flavian Vasile, Clément Calauzènes, Olivier Fercoq.
( arXiv)

PhD Thesis

• Variance Sensitive Confidence Intervals for Parametric and Offline Bandits, Louis Faury.
( manuscrit || slides)

Technical Reports

• Learning from suboptimal demonstrations: the role of compliance in the exploration-exploitation trade-off, Louis Faury, Mahdi Khoramshahi, Andrew Sutcliffe, Aude Billard.