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

arXiv:2610.08446v1 Announce Type: new Abstract: 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 require