Learning without Overwriting: Structural Knowledge Fusion for Continual Learning.

arXiv:2610.25150v1 Announce Type: cross Abstract: Catastrophic forgetting in sequential deep learning arises from a fixed-capacity architectural constraint: parameter updates encoding new tasks perturb weight subspaces supporting prior representations. We intr