Ergodic Risk Measures: Towards a Risk-Aware Foundation for Continual Reinforcement Learning

arXiv:2510.02945v3 Announce Type: replace-cross Abstract: Continual reinforcement learning (continual RL) seeks to formalize the notions of lifelong learning and endless adaptation in RL. In particular, the aim of continual RL is to develop RL agents that can maintain a careful balance between...