The Personalization Mirage: How LLMs Fabricate User Profiles, and Why Self-Monitoring Misleads Paper • 2608.04570 • Published 4 days ago • 38
When Memory Lies: An Empirical Study of Spatial Memory Staleness in VLM Agents Paper • 2608.04574 • Published 4 days ago • 14
Fewer Clarifications, Better Code: Benchmarking Cross-Session Personalized Ambiguity Adaptation in Coding Assistants Paper • 2607.26611 • Published 11 days ago • 32
Navigating the Mirage: A Dual-Path Agentic Framework for Robust Misleading Chart Question Answering Paper • 2603.28583 • Published 26 days ago • 17
MemLens: Benchmarking Multimodal Long-Term Memory in Large Vision-Language Models Paper • 2605.14906 • Published May 14 • 79
STALE: Can LLM Agents Know When Their Memories Are No Longer Valid? Paper • 2605.06527 • Published May 7 • 47
Training Long-Context Vision-Language Models Effectively with Generalization Beyond 128K Context Paper • 2605.13831 • Published May 13 • 90