Calibrated Partial Resets: Preventing Policy Collapse in Continual Reinforcement Learning

Luc McCutcheon, Evangelos Chatzaroulas, Saber Fallah

Neural networks are hindered by accumulating dormant neurons and loss of expressivity throughout training, particularly in non-stationary data settings, such as continual supervise…