Nilesh Auradkar

Understanding and Mitigating Inference-Time Overreliance Using Agentic Memory

MEMTRIM is proposed, a plug-and-play framework that indexes memory evidence at write time and controls its reuse at read time that removes repeated or conflicting evidence while preserving useful memory-specific information, requires no retraining, and applies to both embedding-based and structured memory systems.