Memadapter: Counterfactual Adaptation Against Memory-induced Sycophancy

  • 类型:arxiv
  • 标识:2610.05162
  • 链接:https://arxiv.org/abs/2610.05162
  • 主分类:agent
  • 形态:method
  • TLDR: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can also induce sycophancy, causing agents to over-align with users' historical beliefs even when they are inaccurate, outdated, or inconsistent with objective evidence. Existing mitigation methods assume that memory-induced sycophancy originates from biased or incorrect memories and attempt to reduce this risk by filtering such memories at different stages of the memory pipeline. However, in the real world,
  • 待LLM分类:否
  • 来源文件:
  • /inbox/tom/_candidates/2026-10-06-agent-rag-longcontext-candidates.json