Search Results for author: Muzhi Han

Found 3 papers, 2 papers with code

Closed-Loop Open-Vocabulary Mobile Manipulation with GPT-4V

no code implementations16 Apr 2024 Peiyuan Zhi, Zhiyuan Zhang, Muzhi Han, Zeyu Zhang, Zhitian Li, Ziyuan Jiao, Baoxiong Jia, Siyuan Huang

Autonomous robot navigation and manipulation in open environments require reasoning and replanning with closed-loop feedback.

Instruction Following Multimodal Reasoning +1

LLM3:Large Language Model-based Task and Motion Planning with Motion Failure Reasoning

1 code implementation18 Mar 2024 Shu Wang, Muzhi Han, Ziyuan Jiao, Zeyu Zhang, Ying Nian Wu, Song-Chun Zhu, Hangxin Liu

Through a series of simulations in a box-packing domain, we quantitatively demonstrate the effectiveness of LLM^3 in solving TAMP problems and the efficiency in selecting action parameters.

Language Modelling Large Language Model +2

Reconstructing Interactive 3D Scenes by Panoptic Mapping and CAD Model Alignments

1 code implementation30 Mar 2021 Muzhi Han, Zeyu Zhang, Ziyuan Jiao, Xu Xie, Yixin Zhu, Song-Chun Zhu, Hangxin Liu

In this paper, we rethink the problem of scene reconstruction from an embodied agent's perspective: While the classic view focuses on the reconstruction accuracy, our new perspective emphasizes the underlying functions and constraints such that the reconstructed scenes provide \em{actionable} information for simulating \em{interactions} with agents.

Common Sense Reasoning

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