Sample-Efficient Robot Skill Learning for Construction Tasks: Benchmarking Hierarchical Reinforcement Learning and Vision-Language-Action VLA Model. - Zhaofeng Hu; Hongrui Yu; Vaidhyanathan Chandramouli; Ci-Jyun Liang (CoRR, 2025)