Generalization in Deep Reinforcement Learning for Robotic Navigation by Reward Shaping

A novel reward function for reinforcement learning and a Soft Actor-Critic algorithm to train a DRL policy in the context of local navigation for autonomous mobile robots in unknown cluttered environments.

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