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Preprint Aug 2026

PhysX-CoT: Structured Physical Reasoning from a Single Image to Simulation-Ready 3D Assets

Simulation-ready 3D assets are central to robotics and embodied AI. Generating them from a single image is usually framed as a vision-language model that emits a serialized asset for a decoder to turn into geometry and physical fields, leaving the image-to-3D reasoning implicit. We argue the limiting factor is this out...

Jie Huang, Xiao-He Li, Jiahao Li et al. · 0 citations
Preprint Aug 2026

Lingjing: A Simulation Testbed for Multi-Agent Embodied Tasks in Open-Ended Cities

Lingjing provides a unified testbed that enables reproducible end-to-end evaluation and systematic failure diagnosis in urban multi-agent embodied intelligence and exposes shared physical and structured urban state to agents.

Xiaohe Li, Yi-Ru Wang, Junhao Fan et al. · 0 citations

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