SPACE-LoRA: Allocating Activation-Subspace Protection for Continual Learning.

arXiv:2609.34453v1 Announce Type: cross Abstract: This study addresses the catastrophic forgetting problem that occurs when sequentially learning successive tasks using Low-Rank Adaptation (LoRA) from a lifelong learning perspective. While existing approaches