Learning to Accumulate Knowledge with Mutual Information.

arXiv:2610.10042v1 Announce Type: new Abstract: Large language model (LLM) agents can improve their performance by reusing knowledge distilled from past interactions. However, curating new experiences into a knowledge bank that becomes more useful as it grows