Position: Deployed Reinforcement Learning should be Continual
ICML 2026
Many deployments are continual RL problems approximated as non-continual. We term these ‘measurable deployments’.
Continual Learning
Many deployments are continual RL problems approximated as non-continual. We term these ‘measurable deployments’.