2 papers
cs.LG2025
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across Domains
Abhishek Verma, Nallarasan V, Balaraman Ravindran
Transfer learning in Reinforcement Learning (RL) enables agents to leverage knowledge from source tasks to accelerate learning in target tasks. While prior work, such as the Attend…
cs.LG2025
Adaptive Action Duration with Contextual Bandits for Deep Reinforcement Learning in Dynamic Environments
Abhishek Verma, Nallarasan V, Balaraman Ravindran
Deep Reinforcement Learning (DRL) has achieved remarkable success in complex sequential decision-making tasks, such as playing Atari 2600 games and mastering board games. A critica…