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Author

Cheng Qian

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#artificial intelligence Preprint Oct 2026

MASBench: Benchmarking LLM-based Multi-Agent Collaboration under Partial Observability

Large language models (LLMs) have progressively evolved into the core of autonomous agents. Building on this progress, LLM-based multi-agent systems (MAS) coordinate multiple agents into a synergistic team to accomplish complex tasks that exceed the capabilities of individual agents. The effectiveness of such systems d...

Qi-Zhi Chu, Ze-Kai Yu, Si-Jie Wen et al. · 0 citations
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

Urban embodied intelligence requires coordination among heterogeneous agents (e.g., UAVs, ground robots, and autonomous vehicles) in dynamic cities. Simulators therefore provide a scalable foundation for developing and evaluating such coordination. Existing platforms nevertheless isolate different embodiments and decou...

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

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