Marc G. Carmichael

Safety-aware Skill Adaptation for Reinforcement Learning in Dynamic Environments

Dist-GPRL is presented, a distance-aware and safety-guided reinforcement learning framework for structured robot skill adaptation that sequentially adapts overlapping local windows of sparse trajectory via-points rather than modifying the complete skill at every policy step.