نسخة أولية وصول مفتوح
Memadapter: Counterfactual Adaptation Against Memory-induced Sycophancy
Long-term memory enables LLM-based agents to retain and reuse information across tasks and sessions, supporting personalization and long-horizon interactions. However, persistent memories can also induce sycophancy, causing agents to over-align with users' historical beliefs even when they are inaccurate, outdated, or …