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

Shanfeng Huang, Zhou Fang, Song Xiao +1

For large language models (LLMs), parametric adaptation is costly when retrieval already suffices. We introduce ALLOT, a hybrid-memory routing framework that separates learned writ…