From Faulty Memories to Corrected Actions: Dependency-Guided Rollback Repair for Memory-Augmented Agents.

arXiv:2608.10502v2 Announce Type: replace Abstract: Persistent memory lets language model agents reuse information across sessions, but it also makes errors durable: a poisoned, stale, or misattributed record can alter reasoning, tool use, answers, and subsequ