Linear Thompson Sampling Revisited. - Marc Abeille; Alessandro Lazaric (AISTATS, 2017)

Thompson Sampling for Linear-Quadratic Control Problems. - Marc Abeille; Alessandro Lazaric (AISTATS, 2017)

Improved Regret Bounds for Thompson Sampling in Linear Quadratic Control Problems. - Marc Abeille; Alessandro Lazaric (ICML, 2018)

Explicit shading strategies for repeated truthful auctions. - Marc Abeille; Clément Calauzènes; Noureddine El Karoui; Thomas Nedelec; Vianney Perchet (CoRR, 2018)

Thresholding the virtual value: a simple method to increase welfare and lower reserve prices in online auction systems. - Thomas Nedelec; Marc Abeille; Clément Calauzènes; Noureddine El Karoui; Benjamin Heymann; Vianney Perchet (CoRR, 2018)

Thompson Sampling in Non-Episodic Restless Bandits. - Young Hun Jung; Marc Abeille; Ambuj Tewari (CoRR, 2019)

Efficient Optimistic Exploration in Linear-Quadratic Regulators via Lagrangian Relaxation. - Marc Abeille; Alessandro Lazaric (ICML, 2020)

Real-Time Optimisation for Online Learning in Auctions. - Lorenzo Croissant; Marc Abeille; Clément Calauzènes (ICML, 2020)

Improved Optimistic Algorithms for Logistic Bandits. - Louis Faury; Marc Abeille; Clément Calauzènes; Olivier Fercoq (ICML, 2020)

Instance-Wise Minimax-Optimal Algorithms for Logistic Bandits. - Marc Abeille; Louis Faury; Clément Calauzènes (AISTATS, 2021)

A Technical Note on Non-Stationary Parametric Bandits: Existing Mistakes and Preliminary Solutions. - Louis Faury; Yoan Russac; Marc Abeille; Clément Calauzènes (ALT, 2021)

Regret Bounds for Generalized Linear Bandits under Parameter Drift. - Louis Faury; Yoan Russac; Marc Abeille; Clément Calauzènes (CoRR, 2021)

Jointly Efficient and Optimal Algorithms for Logistic Bandits. - Louis Faury; Marc Abeille; Kwang-Sung Jun; Clément Calauzènes (AISTATS, 2022)

Diffusive Limit Approximation of Pure-Jump Optimal Stochastic Control Problems. - Marc Abeille; Bruno Bouchard 002; Lorenzo Croissant (J. Optim. Theory Appl., 2023)

Near-continuous time Reinforcement Learning for continuous state-action spaces. - Lorenzo Croissant; Marc Abeille; Bruno Bouchard 002 (ALT, 2024)

When and why randomised exploration works (in linear bandits). - Marc Abeille; David Janz; Ciara Pike-Burke (ALT, 2025)