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Contingency-Aware Exploration in Reinforcement Learning.

international conference on learning representations, (2019)

Cited by: 42|Views134
EI

Abstract

This paper investigates whether learning contingency-awareness and controllable aspects of an environment can lead to better exploration in reinforcement learning. To investigate this question, we consider an instantiation of this hypothesis evaluated on the Arcade Learning Element (ALE). In this study, we develop an attentive dynamics mo...More

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