When Memory Lies: An Empirical Study of Spatial Memory Staleness in VLM Agents Paper • 2608.04574 • Published Aug 5 • 16
The Personalization Mirage: How LLMs Fabricate User Profiles, and Why Self-Monitoring Misleads Paper • 2608.04570 • Published Aug 5 • 41
Navigating the Mirage: A Dual-Path Agentic Framework for Robust Misleading Chart Question Answering Paper • 2603.28583 • Published Jul 14 • 10
STALE: Can LLM Agents Know When Their Memories Are No Longer Valid? Paper • 2605.06527 • Published May 7 • 48