Safe Policy Optimization with Local Generalized Linear Function Approximations

Akifumi Wachi, Yunyue Wei, Yanan Sui

Safe exploration is a key to applying reinforcement learning (RL) in safety-critical systems. Existing safe exploration methods guaranteed safety under the assumption of regularity…