ALLOT: Budgeted Hybrid-Memory Routing for Knowledge Updates in LLMs.

arXiv:2609.32344v1 Announce Type: new Abstract: For large language models (LLMs), parametric adaptation is costly when retrieval already suffices. We introduce ALLOT, a hybrid-memory routing framework that separates learned write priority from a hard parametri