cs.LG, cs.RO, cs.SY, eess.SY

Constraint-Aware Reinforcement Learning via Adaptive Action Scaling

arXiv:2510.11491v2 Announce Type: replace
Abstract: Safe reinforcement learning (RL) seeks to mitigate unsafe behaviors that arise from exploration during training by reducing constraint violations while maintaining task performance. Existing approach…