A Study of Plasticity Loss in On-Policy Deep Reinforcement Learning

Arthur Juliani, Jordan T. Ash

Continual learning with deep neural networks presents challenges distinct from both the fixed-dataset and convex continual learning regimes. One such challenge is plasticity loss,…