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Maziar Gomrokchi

2 accepted papers

2021

Locally Persistent Exploration in Continuous Control Tasks with Sparse Rewards

ICML 2021spotlight

A major challenge in reinforcement learning is the design of exploration strategies, especially for environments with sparse reward structures and continuous state and action spaces. Intuitively, if the reinforcement signal is very scarce, the agent should rely on some form of short-term memory in o…