الباحثون

Jiateng Liu

المنشورات 2

نسخة أولية وصول مفتوح

AssemState: Manual and Physical-State-Guided Reasoning for Zero-shot Furniture Assembly

Zhiyuan Qi, Jierui Li, Yifan Shen وآخرون · 2026

Multimodal large language models (MLLMs) have made significant progress in visual understanding, but precise 3D spatial reasoning integrated with physical environment remains difficult. Furniture assembly requires not only recovering step-level operations from diagrammatic manuals, but also translating semantic attachm …

نسخة أولية وصول مفتوح

LMBuild: Evaluating LLM Agents for Generating Buildable and Functional Structures

Jiateng Liu, Rushi Wang, Cheng Qian وآخرون · 2026

LLM-based agents are increasingly capable of generating complex 3D structures, with the potential to reshape how objects are designed and realized in the physical world. Yet, producing elegant geometry is fundamentally different from producing objects that can be built and perform their intended functions. Existing eva …

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