When Errors Become Memories: Causal Pathway Tracing in Multi-Turn Memory-Augmented LLMs

Shuyao Xiao, Shengling Wang, Xuan Chen +8

Long-term memory enables large language models (LLMs) to preserve and reuse information across interactions, but it can also turn localized errors into persistent risks. Existing w…