Hongrui Yu

Sample-Efficient Robot Skill Learning for Construction Tasks: Benchmarking Hierarchical Reinforcement Learning and Vision-Language-Action Model

Abstract This study evaluates two leading approaches for teaching construction robots new skills to understand their applicability for construction automation: a vision-language-action (VLA) model and reinforcement learning (RL) methods. The goal is to understand task performance...