$\delta$-mem: Efficient Online Memory for Large Language Models.

arXiv:2605.12357v2 Announce Type: replace Abstract: Large language models increasingly need to accumulate and reuse historical information in long-term assistants and agent systems. Simply expanding the context window is costly and often fails to ensure effect