Active Reinforcement Learning Strategies for Offline Policy Improvement. - Ambedkar Dukkipati; Ranga Shaarad Ayyagari; Bodhisattwa Dasgupta; Parag Dutta; Prabhas Reddy Onteru (AAAI, 2025)