Safety Filtering While Training: Improving the Performance and Sample Efficiency of Reinforcement Learning Agents

Federico Pizarro Bejarano, Lukas Brunke, Angela P. Schoellig

Reinforcement learning (RL) controllers are flexible and performant but rarely guarantee safety. Safety filters impart hard safety guarantees to RL controllers while maintaining fl…