Yurun Chen

PhD Student in Computer Science · SJTU–EIT

yurun-chen-home.jpg
Shot by Jimmie Park, 2022

Human-Centered Embodied Intelligence · Robot Self-Understanding & Reliable Action

Email · Google Scholar · GitHub · CV

I study how robots learn to recognize and model their own bodies, and how embodied agents use contact history and execution feedback to act reliably. My work spans humanoid self-representation, hygiene-aware household planning, and real-robot deployment on Unitree G1.

I am a PhD student in the joint program of Shanghai Jiao Tong University and Eastern Institute of Technology, Ningbo, advised by Prof. Wenjun Zeng and Prof. Wentao Zhu. I received my master’s degree from Tsinghua University, advised by Prof. Ruqi Huang, and my bachelor’s degree from Dalian University of Technology.

I welcome research collaborations on robot self-representation, reliable embodied agents, and humanoid motion and manipulation. Get in touch.

Research Highlights

Humanoid self-representation and downstream body-model applications

First author · arXiv 2026

Humanoid Self-Representation

A robot learns which visible body is its own and predicts its 3D body shape from proprioceptive–visual experience.

Validated on a 29-DoF humanoid, with applications to reaching, collision-aware planning, and motion retargeting.

Contact history shapes hygiene-aware household task planning

First author · arXiv 2026

HygieneRoboBench

A robot's next safe action depends on what it touched before. We evaluate planning from contact history, user priorities, and new contact events.

624 instances · 134 task families. Hygiene-NSP achieves 94.4% safe resolution and 90.4% optimal safe resolution on the full benchmark.

Physics-guided KAN learns explicit soil-moisture retrieval formulas

First author · Remote Sensing of Environment 2026

Interpretable Scientific ML with KAN

JIF 12.3 (2025) · JCR Q1 (SCIE) · CAS Q1 (Top)

A radiative transfer model and a Kolmogorov–Arnold Network learn explicit soil-moisture retrieval formulas, connecting physical priors with inspectable predictions.

0.98 Pearson correlation on non-forest in-situ data, with improved interpretability and generalization over an MLP.

Thea deploying a Unitree G1 capability in a real environment

G1 deployment lead · arXiv 2026

Thea & Unitree G1

Robot capabilities become callable tools, with persistent scene state and independent action verification for long-horizon tasks.

I led G1 locomotion, grasping, and pick-and-place deployment, and contributed to the agent loop, scene state, and outcome evaluation.

3D Vision & Geometry

My collaborative work on 3D rigging and shape correspondence includes ARMO (ICCV 2025), DRiVE (CVPR 2025), and SRIF (SIGGRAPH Asia 2024).

3D Vision · All Publications · CV

News

Oct 07, 2026 HygieneRoboBench evaluates household robot planning from contact history, user priorities, and newly revealed contact events. Our arXiv preprint, project page, and research video are available.
Aug 03, 2026 We released the arXiv preprint Towards the Harness of Embodied Agents and the Thea project page.
Jun 11, 2026 Our humanoid self–other distinction work is available on arXiv. Project
May 15, 2026 Our physics-guided KAN paper on interpretable soil-moisture retrieval was published in Remote Sensing of Environment.

All Publications

2026

  1. arXiv
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    HygieneRoboBench: Benchmarking Hygiene-Aware Planning for Household Robots
    Yurun Chen, Josh Qixuan Sun, Jason Qin, Chengtai Li, Tianyi Wang, Mark Crowley, and Wentao Zhu
    Oct 2026
  2. arXiv
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    Proprioceptive-visual Correspondence Enables Self-other Distinction in Humanoid Robots
    Yurun Chen, Tianyuan Gao, Yizhong Ge, Shikun Ban, Yizhou Wang, Hongkai Xiong, Wenjun Zeng, and Wentao Zhu
    Jun 2026
  3. RSE
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    A Novel Soil Moisture Retrieval Method via Combining Radiative Transfer Model and Machine Learning
    Yurun Chen, Cheng Tong, Josh Qixuan Sun, Yulin Shangguan, Xiaodong Deng, Mark Crowley, Hongquan Wang, Yang Ye, Haijun Bao, and Ruqi Huang
    Remote Sensing of Environment. Published. JIF 12.3 (2025), JCR Q1 (SCIE), CAS Q1 (Top). Physics-guided, interpretable scientific machine learning with KAN , May 2026
  4. arXiv
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    Towards the Harness of Embodied Agents
    Qi Wang, Tianyi Wang, Chengyang Li, Shikun Ban, Yurun Chen, Yizhong Ge, Jason Qin, Chengtai Li, and Wentao Zhu
    arXiv preprint · Technical Report. My contribution: Unitree G1 locomotion and manipulation deployment, closed-loop tool use, persistent scene state, and action-outcome evaluation , Aug 2026

2025

  1. ICCV
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    ARMO: Autoregressive Rigging for Multi-Category Objects
    Mingze Sun, Shiwei Mao, Keyi Chen, Yurun Chen, Shunlin Lu, Jingbo Wang, Junting Dong, and Ruqi Huang
    In Proceedings of the IEEE/CVF International Conference on Computer Vision, Oct 2025
  2. CVPR
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    DRiVE: Diffusion-based Rigging Empowers Generation of Versatile and Expressive Characters
    Mingze Sun, Junhao Chen, Junting Dong, Yurun Chen, Xinyu Jiang, Shiwei Mao, Puhua Jiang, Jingbo Wang, Bo Dai, and Ruqi Huang
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, Jun 2025
  3. IEEE JSTARS
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    Is Nighttime Light Primarily From Human Settlements? Exploring the Spatial Relationship Between NTL and Impervious Surface in Zhejiang Province, China
    Cheng Tong, Xingyu Xue, Chenhao Huang, Yurun Chen, Haijun Bao, Congmou Zhu, Yang Ye, and Binjie Chen
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025
  4. ISWCR
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    The Passive Microwave Remote Sensing in Soil Moisture Retrieval: Products, Models, Applications and Challenges
    Cheng Tong, Xiaodong Deng, Yulin Shangguan, Baiyu Dong, Yurun Chen, Chenhao Huang, Luyao Zhu, Sinan Li, Yang Ye, and Hongquan Wang
    International Soil and Water Conservation Research, Dec 2025

2024

  1. SIGGRAPH Asia
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    SRIF: Semantic Shape Registration Empowered by Diffusion-based Image Morphing and Flow Estimation
    Mingze Sun, Chen Guo, Puhua Jiang, Shiwei Mao, Yurun Chen, and Ruqi Huang
    In ACM SIGGRAPH Asia 2024 Conference Papers, Dec 2024