LEASH: Uncertainty-Aware Weak-to-Strong Escalation and Oversight for Computer-Use Agents Paper • 2610.22280 • Published 12 days ago • 13
MemFold: Learning Compact Soft Memory for Long-Context Personalization via On-Policy Optimization Paper • 2609.36435 • Published 28 days ago • 8
Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA Paper • 2405.20421 • Published May 30, 2024
OSWorld2.0: Benchmarking Computer Use Agents on Long-Horizon Real-World Tasks Paper • 2606.29537 • Published Jun 28 • 25
WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction Paper • 2605.29341 • Published May 28 • 14
Rethinking Memory Mechanisms of Foundation Agents in the Second Half: A Survey Paper • 2602.06052 • Published Jan 14 • 8
WorldMemArena: Evaluating Multimodal Agent Memory Through Action-World Interaction Paper • 2605.29341 • Published May 28 • 14
Length Value Model: Scalable Value Pretraining for Token-Level Length Modeling Paper • 2604.27039 • Published Apr 29 • 25
Length Value Model: Scalable Value Pretraining for Token-Level Length Modeling Paper • 2604.27039 • Published Apr 29 • 25
Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space Paper • 2512.12623 • Published Dec 14, 2025 • 4
Rethinking Memory Mechanisms of Foundation Agents in the Second Half: A Survey Paper • 2602.06052 • Published Jan 14 • 8