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Author

Xiao-Ran Cai

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Preprint Oct 2026

What Can't Jev Decide? Probing the Limits of One-Pass Decision Models

Jev and its open replicas choose among the options a caller supplies with a single forward pass, fast enough to decide inside an agent loop. We ask what such a model cannot decide, and find a simple limit: Jev cannot make a decision that an LLM makes only by writing out intermediate steps. On a benchmark that varies on...

Wang Yang, Xin-Peng Li, Yan-Yan Zhang et al. · 0 citations
Review Jul 2026

Towards Trustworthy Physical AI: From Theory to Practice Across Life Cycle

The Trustworthy Physical AI (T-PAI) framework is developed, a theoretical framework that organizes key trustworthiness principles and provides a foundation for governing trustworthy physical AI systems.

Wang Yang, Hong-Xuan Liu, Xing-Hui Xu et al. · 0 citations
#artificial intelligence Review Jul 2026

Physical AI Governance: From Theory to Practice Across Life Cycle

With the emergence of Physical AI, artificial intelligence is extending beyond screen-based applications to embodied systems that perceive, interact with, and act in the physical world. Unlike traditional AI, Physical AI operates under real-time safety constraints, continuously interacts with dynamic environments, and...

Wang Yang, Shaojuan Wang, Hong-Xuan Liu et al. · 0 citations

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