Information as Structural Alignment: A Dynamical Theory of Continual Learning
arXiv:2604.07108v1 Announce Type: cross
Abstract: 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 fro…