An RuiHe

An RuiHe 安瑞和

MS Student · National University of Singapore
Embodied AI Multimodal LLM Computer Vision 3D Vision

About

I am an MS student at the National University of Singapore (NUS), working with Show Lab and advised by Prof. Mike Zheng Shou. Prior to NUS, I received my B.E. in Computer Science from Zhejiang University, where I was advised by Prof. Juncheng Li.


My research lies at the intersection of embodied AI, multimodal large language models, and 3D scene understanding. I am passionate about building AI systems that can perceive, reason about, and act in the physical world. I have co-authored papers on mitigating hallucinations in LVLMs and developing real-time scene understanding systems integrated into wearable smart-vision aids.

News

2026.09 Survey Released Awesome Multimodal Embodied Agents: From Computer-Use to Robot-Use — PAPAV (Perceive → Anticipate → Plan → Act → Verify), a capability-centric map of the Agent × Robotics landscape, with an analysis of 64 benchmarks.
2026.03 Joined Alibaba Tongyi Lab (Wanxiang) as Data & Algorithm Intern, working on universal inverse dynamics models and cross-domain action alignment.
2025.11 Joined ACE Robotics as Embodied Intelligence Intern, working on Qwen3-VL fine-tuning and spatial intelligence data pipelines.
2025.05 Paper Causal-LLaVA published on arXiv — mitigating hallucinations in multimodal LLMs via causal disentanglement.
2025.04 Joined Unitree Robotics as Assistant Engineer, developing guidance systems for the Unitree G1 humanoid robot.

Publications

Awesome Multimodal Embodied Agents: From Computer-Use to Robot-Use Survey 2026
Yanzhe Chen, Ziyi Yang, Jifeng Zhu, Qiming Huang, An RuiHe, Peiyao Xu, Hesen Yang, Runda Liu, Chang Gong, Zhijun Cao, Zechen Bai, Wenzheng Zeng, Yiqi Lin, Guoqiang Liang, Kevin Yuchen Ma, Kevin Qinghong Lin, Mike Zheng Shou (Show Lab, NUS)
Causal-LLaVA: Causal Disentanglement for Mitigating Hallucination in Multimodal Large Language Models arXiv 2025
Xinmiao Hu, Chun Wang, An RuiHe, ChenYu Shao, Xiaojun Ye, Sheng Zhou, Liangcheng Li (Zhejiang University)