Jelle Douwe Luijkx

LLM-Guided Task and Affordance-Level Exploration in Reinforcement Learning

Reinforcement learning (RL) is a promising approach for robotic manipulation, but it can suffer from low sample efficiency and requires extensive exploration of large state-action spaces. Recent methods leverage the commonsense knowledge and reasoning abilities of large language models (LLMs) to gui…