Unsupervised state representation learning with robotic priors: a robustness benchmark. - Timothée Lesort; Mathieu Seurin; Xinrui Li; Natalia Díaz Rodríguez; David Filliat (CoRR, 2017)

Visual Reasoning with Multi-hop Feature Modulation. - Florian Strub; Mathieu Seurin; Ethan Perez; Harm de Vries; Jérémie Mary; Philippe Preux; Aaron C. Courville; Olivier Pietquin (ECCV (5), 2018)

Deep unsupervised state representation learning with robotic priors: a robustness analysis. - Timothée Lesort; Mathieu Seurin; Xinrui Li; Natalia Díaz Rodríguez; David Filliat (IJCNN, 2019)

Self-Educated Language Agent with Hindsight Experience Replay for Instruction Following. - Geoffrey Cideron; Mathieu Seurin; Florian Strub; Olivier Pietquin (ViGIL@NeurIPS, 2019)

"I'm sorry Dave, I'm afraid I can't do that" Deep Q-learning from forbidden action. - Mathieu Seurin; Philippe Preux; Olivier Pietquin (CoRR, 2019)

"I'm Sorry Dave, I'm Afraid I Can't Do That" Deep Q-Learning from Forbidden Actions. - Mathieu Seurin; Philippe Preux; Olivier Pietquin (IJCNN, 2020)

A Machine of Few Words: Interactive Speaker Recognition with Reinforcement Learning. - Mathieu Seurin; Florian Strub; Philippe Preux; Olivier Pietquin (INTERSPEECH, 2020)

HIGhER: Improving instruction following with Hindsight Generation for Experience Replay. - Geoffrey Cideron; Mathieu Seurin; Florian Strub; Olivier Pietquin (SSCI, 2020)

Don't Do What Doesn't Matter: Intrinsic Motivation with Action Usefulness. - Mathieu Seurin; Florian Strub; Philippe Preux; Olivier Pietquin (IJCAI, 2021)

Learning to Interact, Interacting to Learn Action-centric Reinforcement Learning. (Apprendre à interagir, interagir pour apprendre, apprentissage par renforcement centré sur les actions). - Mathieu Seurin (2021)