most citedA Survey of Quantized Graph Representation Learning: Connecting Graph Structures with Large Language Models

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cs.AI2026

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

Caili Yu, Yiqi Wang, Jiaqi Zhang +5

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, to…