MAGELLAN: Metacognitive predictions of learning progress guide autotelic LLM agents in large goal spaces. - Gaven, Loris; Carta, Thomas; Romac, Clément; Colas, Cédric; Lamprier, Sylvain; Sigaud, Olivier; Oudeyer, Pierre-Yves (CoRR, 2025)

Jack of All Trades, Master of Some, a Multi-Purpose Transformer Agent. - Gallouédec, Quentin; Beeching, Edward; Romac, Clément; Dellandréa, Emmanuel (CoRR, 2024)

SAC-GLAM: Improving Online RL for LLM agents with Soft Actor-Critic and Hindsight Relabeling. - Gaven, Loris; Romac, Clément; Carta, Thomas; Lamprier, Sylvain; Sigaud, Olivier; Oudeyer, Pierre-Yves (CoRR, 2024)

Reinforcement Learning for Aligning Large Language Models Agents with Interactive Environments: Quantifying and Mitigating Prompt Overfitting. - Aissi, Mohamed Salim; Romac, Clément; Carta, Thomas; Lamprier, Sylvain; Oudeyer, Pierre-Yves; Sigaud, Olivier; Soulier, Laure; Thome, Nicolas (CoRR, 2024)

Grounding Large Language Models in Interactive Environments with Online Reinforcement Learning. - Carta, Thomas; Romac, Clément; Wolf, Thomas; Lamprier, Sylvain; Sigaud, Olivier; Oudeyer, Pierre-Yves (2023)

Grounding Large Language Models in Interactive Environments with Online Reinforcement Learning. - Carta, Thomas; Romac, Clément; Wolf, Thomas; Lamprier, Sylvain; Sigaud, Olivier; Oudeyer, Pierre-Yves (CoRR, 2023)

TeachMyAgent: a Benchmark for Automatic Curriculum Learning in Deep RL. - Romac, Clément; Portelas, Rémy; Hofmann, Katja; Oudeyer, Pierre-Yves (2021)

TeachMyAgent: a Benchmark for Automatic Curriculum Learning in Deep RL. - Romac, Clément; Portelas, Rémy; Hofmann, Katja; Oudeyer, Pierre-Yves (CoRR, 2021)

Meta Automatic Curriculum Learning. - Portelas, Rémy; Romac, Clément; Hofmann, Katja; Oudeyer, Pierre-Yves (CoRR, 2020)

Deep Recurrent Q-Learning vs Deep Q-Learning on a simple Partially Observable Markov Decision Process with Minecraft. - Romac, Clément; Béraud, Vincent (CoRR, 2019)