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Preprint Aug 2026

PlayWorld: Benchmarking World Models with Agent Players over Long-Horizon Objectives

Video world models simulate future states conditioned on current observations and user actions. Recent systems have demonstrated impressive video consistency and action controllability over long sequences. However, fairly comparing these interactive models remains challenging. In practice, a human player typically eval...

Kai Ding, Xi Chen, Minghong Cai et al. · 1 citation
Review Jul 2026

HyMobileAgent: Data-Environment Co-Scaling for Efficient GUI Agents

As large multimodal models move from understanding content to operating on digital environments, mobile GUI has emerged as a challenging and consequential testbed for digital embodied intelligence. Mobile agents operate under three coupled constraints: precise perception of complex interfaces, scalable acquisition of h...

Hy Vision Team, Huawen Shen, Zhengyang Tang et al. · 1 citation

What's in a Name? Morphological Shortcuts by LLMs in Pharmacology

This work introduces a framework for identifying whether a model's drug semantics are driven mainly by the affix, the stem, or the drug name as a whole, and reveals that models often induce drug meaning primarily through affix cues, yet rarely explicitly indicate this reliance, and sometimes incorrectly conflate proper...

Kai-Jie Mo, Thomas Yang, Chantal Shaib et al. · 0 citations

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