Order parameters and phase transitions of continual learning in deep neural networks

Proceedings of the National Academy of Sciences, Volume 123, Number 6, February 2026.
ImportanceContinuous learning (CL), the ability to learn new tasks without forgetting existing ones, is one of the biggest challenges in AI. Our work provides an analytically actionable theory that captures some key CL phenomena in deep and broad neural systems…