APS: Active Pretraining with Successor Features

Hao Liu, Pieter Abbeel

Abstract: We introduce a new unsupervised pretraining objective for reinforcement learning. During the unsupervised reward-free pretraining phase, the agent maximizes mutual information between tasks and sta...