AI RESEARCH
Information as Structural Alignment: A Dynamical Theory of Continual Learning
arXiv CS.LG
•
ArXi:2604.07108v1 Announce Type: new Catastrophic forgetting is not an engineering failure. It is a mathematical consequence of storing knowledge as global parameter superposition. Existing methods, such as regularization, replay, and frozen subnetworks, add external mechanisms to a shared-parameter substrate. None derives retention from the learning dynamics themselves.