Parameterized Indexed Value Function for Efficient Exploration in Reinforcement Learning

Tian Tan, Zhihan Xiong, Vikranth R. Dwaracherla

It is well known that quantifying uncertainty in the action-value estimates is crucial for efficient exploration in reinforcement learning. Ensemble sampling offers a relatively co…