Yuhong Deng
Ph.D. Student, School of Computing, National University of Singapore
I am a Ph.D. student in Computer Science at the
National University of Singapore, advised by
Prof. David Hsu.
I am currently a visiting Ph.D. student at
MIT CSAIL, advised by
Prof. Leslie Kaelbling and
Prof. Tomás Lozano-Pérez.
My research spans robot perception, learning, and planning, with the goal of building
robots that generalize across diverse household manipulation tasks.
Previously, I received my M.Eng. and B.Eng. from
Tsinghua University in 2023 and 2020.
Learning Generalizable Language-Conditioned Cloth Manipulation from Long Demonstrations
Hanyi Zhao, Jinxuan Zhu, Zihao Yan, Yichen Li, Yuhong Deng, Xueqian Wang
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2025
PDF|
Webpage
MimicFunc: Imitating Tool Manipulation from a Single Human Video via Functional Correspondence
Chao Tang, Anxing Xiao, Yuhong Deng, Tianrun Hu, Wenlong Dong, Hanbo Zhang, David Hsu, Hong Zhang
Conference on Robot Learning (CoRL), 2025
PDF|
Webpage|
Code
GSON: A Group-based Social Navigation Framework with Large Multimodal Model
Shangyi Luo, Peng Sun, Ji Zhu, Yuhong Deng, Cunjun Yu, Anxing Xiao, Xueqian Wang
IEEE Robotics and Automation Letters (RA-L), 2025
PDF|
Code
CLASP: General-Purpose Clothes Manipulation with Semantic Keypoints
Yuhong Deng, Chao Tang, Cunjun Yu, Linfeng Li, David Hsu
International Journal of Robotics Research (IJRR), 2026
IEEE International Conference on Robotics and Automation (ICRA), 2025
PDF (journal)|
PDF (conference)|
Webpage|
Code
Learning Language-Conditioned Deformable Object Manipulation with Graph Dynamics
Yuhong Deng, Kai Mo, Chongkun Xia, Xueqian Wang
IEEE International Conference on Robotics and Automation (ICRA), 2024
PDF|
Webpage|
Code
Foldsformer: Learning Sequential Multi-Step Cloth Manipulation With Space-Time Attention
Kai Mo, Chongkun Xia, Xueqian Wang, Yuhong Deng, Xuehai Gao, Bin Liang
IEEE Robotics and Automation Letters (RA-L), 2022
PDF|
Publisher|
Webpage|
Code
Deep Reinforcement Learning Based on Local GNN for Goal-conditioned Deformable Object Rearranging
Yuhong Deng, Chongkun Xia, Xueqian Wang, Lipeng Chen
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2022
PDF|
Publisher|
Webpage
Graph-Transporter: A Graph-based Learning Method for Goal-conditioned Deformable Object Rearranging Task
Yuhong Deng, Chongkun Xia, Xueqian Wang, Lipeng Chen
IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2022
PDF|
Publisher
MQA: Answering the Question via Robotic Manipulation
Yuhong Deng, Di Guo, Xiaofeng Guo, Naifu Zhang, Huaping Liu, Fuchun Sun
Robotics: Science and Systems (RSS), 2021
PDF|
Publisher|
Webpage|
Code & Dataset
An Interactive Perception Method for Warehouse Automation in Smart Cities
Huaping Liu, Yuhong Deng, Di Guo, Bin Fang, Fuchun Sun, Wuqiang Yang
IEEE Transactions on Industrial Informatics (TII), 2021
PDF|
Publisher
Deep Reinforcement Learning for Robotic Pushing and Picking in Cluttered Environment
Yuhong Deng, Xiaofeng Guo, Yixuan Wei, Kai Lu, Bin Fang, Di Guo, Huaping Liu, Fuchun Sun
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2019
PDF|
Publisher|
Webpage|
Code
2025
MimicFunc accepted to CoRL 2025.
2025
One paper accepted to IROS 2025.
2025
CLASP accepted to ICRA 2025.
2024
One paper accepted to ICRA 2024.
2023
Started my Ph.D. at the National University of Singapore.
2023
Received my master's degree from Tsinghua University as an outstanding graduate.
2023
Outstanding Graduate (top 2%), Tsinghua University.
2023
Outstanding Master's Thesis (top 5%), Tsinghua University.
2022
Comprehensive Excellence Scholarship (top 5%), Tsinghua University.
2021
Academic Rising Star Nominee Award (top 0.5%), Tsinghua University.
2019
Academic Performance Scholarship, Tsinghua University.
2019
Technology Innovation Scholarship, Tsinghua University.
2019
First Prize, 37th Challenge Cup, Tsinghua University.
2018
First Prize, 20th National Robot and Artificial Intelligence Competition.
Journals
Reviewer — IEEE Robotics and Automation Letters (RA-L), Journal of Field Robotics (JFR).
Conferences
Reviewer — RSS, ICRA, IROS. CoRL
Membership
Member, IEEE.