Active Advantage-Aligned Online Reinforcement Learning with Offline Data. - Xuefeng Liu; Hung T. C. Le; Siyu Chen; Rick Stevens; Zhuoran Yang; Matthew R. Walter; Yuxin Chen 001 (CoRR, 2025)