PaperAgent

Oct 27, 2026 · Artificial Intelligence

MemAdapter: Post-Retrieval Calibration Stops Memory-Induced Sycophancy in LLM Agents

MemAdapter introduces a post-retrieval calibration framework that prevents memory-induced sycophancy in LLM agents by dynamically adapting memory usage to task context through counterfactual induction, context-aware reflection, and evidence-driven reasoning, improving accuracy across multiple benchmarks and memory systems without modifying upstream memory stores.