arxiv
PublishedApril 10, 2026 at 4:00 AM
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Information as Structural Alignment: A Dynamical Theory of Continual Learning
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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 frozen subnetworks, add external mechanisms to a sha
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Originally published on arxiv ↗