Human-Machine Dialogue as a Stochastic Game. - Merwan Barlier; Julien Pérolat; Romain Laroche; Olivier Pietquin (SIGDIAL Conference, 2015)

A Stochastic Model for Computer-Aided Human-Human Dialogue. - Merwan Barlier; Romain Laroche; Olivier Pietquin (INTERSPEECH, 2016)

Learning dialogue dynamics with the method of moments. - Merwan Barlier; Romain Laroche; Olivier Pietquin (SLT, 2016)

Transfer Reinforcement Learning with Shared Dynamics. - Romain Laroche; Merwan Barlier (AAAI, 2017)

Training Dialogue Systems With Human Advice. - Merwan Barlier; Romain Laroche; Olivier Pietquin (AAMAS, 2018)

Sur le rôle de l'être humain dans le dialogue humain/machine. (On the role of the human being in human/machine dialogue). - Merwan Barlier (2018)

A Simple and Efficient Smoothing Method for Faster Optimization and Local Exploration. - Kevin Scaman; Ludovic Dos Santos; Merwan Barlier; Igor Colin (NeurIPS, 2020)

Enhancing Reinforcement Learning Agents with Local Guides. - Paul Daoudi; Bogdan Robu; Christophe Prieur 001; Ludovic Dos Santos; Merwan Barlier (AAMAS, 2023)

Multi-Agent Best Arm Identification with Private Communications. - Alexandre Rio; Merwan Barlier; Igor Colin; Marta Soare (ICML, 2023)

Price of Safety in Linear Best Arm Identification. - Xuedong Shang; Igor Colin; Merwan Barlier; Hamza Cherkaoui (CoRR, 2023)

Clustered Multi-Agent Linear Bandits. - Hamza Cherkaoui; Merwan Barlier; Igor Colin (CoRR, 2023)

A Trust Region Approach for Few-Shot Sim-to-Real Reinforcement Learning. - Paul Daoudi; Christophe Prieur 001; Bogdan Robu; Merwan Barlier; Ludovic Dos Santos (CoRR, 2023)

Improving a Proportional Integral Controller with Reinforcement Learning on a Throttle Valve Benchmark. - Paul Daoudi; Bojan Mavkov; Bogdan Robu; Christophe Prieur 001; Emmanuel Witrant; Merwan Barlier; Ludovic Dos Santos (CCTA, 2024)

Measures of diversity and space-filling designs for categorical data. - Cédric Malherbe; Emilio Domínguez-Sánchez; Merwan Barlier; Igor Colin; Haitham Bou-Ammar; Tom Diethe (ICML, 2024)

A Conservative Approach for Few-Shot Transfer in Off-Dynamics Reinforcement Learning. - Paul Daoudi; Christophe Prieur 001; Bogdan Robu; Merwan Barlier; Ludovic Dos Santos (IJCAI, 2024)

Differentially Private Model-Based Offline Reinforcement Learning. - Alexandre Rio; Merwan Barlier; Igor Colin; Albert Thomas 001 (CoRR, 2024)

Differentially Private Policy Gradient. - Alexandre Rio; Merwan Barlier; Igor Colin (CoRR, 2025)