PreCoMem: Predictive Cognitive Memory for Self-Evolving Long-Term Dialogue Agents.

arXiv:2610.29467v1 Announce Type: new Abstract: Long-horizon dialogue agents need to keep user memories stable enough for personalization while adapting when the user genuinely changes. Existing memory systems often append every observation or overwrite old en