Author

Christophe D. Hounwanou

h-index 0 View on Semantic Scholar

We have 2 of 4 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#artificial intelligence Preprint Aug 2026

Policy-Invariant Reward Shaping from LLM Feedback: A Framework for Hybrid RL Agents

This work formalizes the hybrid LLM-planner and RL-controller architecture as a Goal-Augmented Markov Decision Process and shows that when the LLM per-state progress score is used as a bounded potential function, the resulting shaping term preserves the optimal policy set even when the LLM scores are inaccurate.

Christophe D. Hounwanou, John Emeka Eze, Yaé Ulrich Gaba · 0 citations

#artificial intelligence Preprint Aug 2026

Hybrid LLM-Augmented Reinforcement Learning Agents for Complex Sequential Decision Tasks

This paper introduces an LLM-Augmented Reinforcement Learning Agent that integrates LLM-driven planning with RL-based action optimization, and highlights a promising direction for building more capable autonomous systems.

Christophe D. Hounwanou, John Emeka Eze, Yaé Ulrich Gaba · 0 citations