Sparse Autoencoders Can Induce Local Geometry for Mitigating Catastrophic Forgetting.

arXiv:2610.22439v1 Announce Type: cross Abstract: Catastrophic forgetting remains a challenge in supervised continual learning, as adapting to new tasks causes representation drift and loss of previously learned information. This raises the question of which r