Accelerating Robotic Reinforcement Learning with Agent Guidance. - Haojun Chen; Zili Zou; Chengdong Ma; Yaoxiang Pu; Haotong Zhang 005; Yuanpei Chen; Yaodong Yang 001 (CoRR, 2026)