Generalized State-Dependent Exploration for Deep Reinforcement Learning in Robotics

Reinforcement learning (RL) enables robots to learn skills from interactions with the real world. In practice, the unstructured step-based exploration used in Deep RL -- often very successful in simulation -- leads to jerky motion patterns on real robots... (read more)

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