arxivcs.LGcs.AIcs.CV2026-06-29
Neural Subspace Reallocation: Continual Learning as Retrieval-Based Subspace Memory Management
We introduce Neural Subspace Reallocation (NSR), which reframes continual learning as memory management over parameter subspaces. Instead of treating Low-Rank Adaptation (LoRA) modules as disposable per-task adapters, NSR manages them as compressible, retrievable memory units on…