Safe Reinforcement Learning

Safety-Guaranteed Learning for Autonomous Vehicles

Embedding safety guarantees into reinforcement-learning controllers for autonomous driving through control barrier functions and constraint-aware policy optimization. The framework …

Safe Reinforcement Learning-Based Eco-Driving Control for Mixed Traffic Flows With Disturbances

Safe reinforcement learning framework for eco-driving that maintains robust safety under traffic disturbances.

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