Clément Romac

15 papers A* 3Journal 10Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	—	`—`	Grounding LLMs as autotelic reinforcement learning agents. (Ancrage des LLMs comme agents autotéliques d'apprentissage par renforcement). Clément Romac
2025	J	`jnl`	HERAKLES: Hierarchical Skill Compilation for Open-ended LLM Agents. CoRR Thomas Carta, Clément Romac, Loris Gaven, Pierre-Yves Oudeyer, Olivier Sigaud, Sylvain Lamprier
2025	A*	`conf`	MAGELLAN: Metacognitive predictions of learning progress guide autotelic LLM agents in large goal spaces. ICML Loris Gaven, Thomas Carta, Clément Romac, Cédric Colas, Sylvain Lamprier, Olivier Sigaud, Pierre-Yves Oudeyer
2025	J	`jnl`	MAGELLAN: Metacognitive predictions of learning progress guide autotelic LLM agents in large goal spaces. CoRR Loris Gaven, Thomas Carta, Clément Romac, Cédric Colas, Sylvain Lamprier, Olivier Sigaud, Pierre-Yves Oudeyer
2025	—	`conf`	Reinforcement Learning for Aligning Large Language Models Agents with Interactive Environments: Quantifying and Mitigating Prompt Overfitting. NAACL (Findings) Mohamed Salim Aissi, Clément Romac, Thomas Carta, Sylvain Lamprier, Pierre-Yves Oudeyer, Olivier Sigaud, Laure Soulier, Nicolas Thome
2025	J	`jnl`	WorldLLM: Improving LLMs' world modeling using curiosity-driven theory-making. CoRR Guillaume Levy, Cédric Colas, Pierre-Yves Oudeyer, Thomas Carta, Clément Romac
2024	J	`jnl`	Jack of All Trades, Master of Some, a Multi-Purpose Transformer Agent. CoRR Quentin Gallouédec, Edward Beeching, Clément Romac, Emmanuel Dellandréa
2024	J	`jnl`	Reinforcement Learning for Aligning Large Language Models Agents with Interactive Environments: Quantifying and Mitigating Prompt Overfitting. CoRR Mohamed Salim Aissi, Clément Romac, Thomas Carta, Sylvain Lamprier, Pierre-Yves Oudeyer, Olivier Sigaud, Laure Soulier, Nicolas Thome
2024	J	`jnl`	SAC-GLAM: Improving Online RL for LLM agents with Soft Actor-Critic and Hindsight Relabeling. CoRR Loris Gaven, Clément Romac, Thomas Carta, Sylvain Lamprier, Olivier Sigaud, Pierre-Yves Oudeyer
2023	A*	`conf`	Grounding Large Language Models in Interactive Environments with Online Reinforcement Learning. ICML Thomas Carta, Clément Romac, Thomas Wolf, Sylvain Lamprier, Olivier Sigaud, Pierre-Yves Oudeyer
2023	J	`jnl`	Grounding Large Language Models in Interactive Environments with Online Reinforcement Learning. CoRR Thomas Carta, Clément Romac, Thomas Wolf, Sylvain Lamprier, Olivier Sigaud, Pierre-Yves Oudeyer
2021	A*	`conf`	TeachMyAgent: a Benchmark for Automatic Curriculum Learning in Deep RL. ICML Clément Romac, Rémy Portelas, Katja Hofmann, Pierre-Yves Oudeyer
2021	J	`jnl`	TeachMyAgent: a Benchmark for Automatic Curriculum Learning in Deep RL. CoRR Clément Romac, Rémy Portelas, Katja Hofmann, Pierre-Yves Oudeyer
2020	J	`jnl`	Meta Automatic Curriculum Learning. CoRR Rémy Portelas, Clément Romac, Katja Hofmann, Pierre-Yves Oudeyer
2019	J	`jnl`	Deep Recurrent Q-Learning vs Deep Q-Learning on a simple Partially Observable Markov Decision Process with Minecraft. CoRR Clément Romac, Vincent Béraud