Beyond Single-Model Optimization: Preserving Plasticity in Continual Reinforcement Learning

Lute Lillo, Nick Cheney

Continual reinforcement learning must balance retention with adaptation, yet many methods still rely on \emph{single-model preservation}, committing to one evolving policy as the m…