Adaptive Exploration for Data-Efficient General Value Function Evaluations

Arushi Jain, Josiah P. Hanna, Doina Precup

General Value Functions (GVFs) (Sutton et al., 2011) represent predictive knowledge in reinforcement learning. Each GVF computes the expected return for a given policy, based on a…