Rahul Kulkarni

Leveraging Prior Knowledge in Reinforcement Learning via Double-Sided Bounds on the Value Function

2023 · arXiv (Cornell University)

An agent's ability to leverage past experience is critical for efficiently solving new tasks. Approximate solutions for new tasks can be obtained from previously derived value functions, as demonstrated by research on transfer learning, curriculum …