Robot Learning · Georgia Tech

Qixuan Huang黄启烜

Robots that learn by watching us, and by trying for themselves.

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Qixuan Huang
CV
GTGeorgia TechM.S. Robotics, 2026–2028
IUIUCB.S. Computer Engineering
ZJUZhejiang UniversityB.E. Electrical & Computer Eng.

About

I am an M.S. student in Robotics at Georgia Tech. Before that, I completed a dual-degree program in 2026, earning a B.S. in Computer Engineering from the University of Illinois Urbana-Champaign and a B.E. in Electrical and Computer Engineering from Zhejiang University.

As an undergraduate I worked with Prof. Liangjing Yang, Prof. Katie Driggs-Campbell, and Prof. Gaoang Wang. My research focuses on robot learning, manipulation, and perception.

Currently

Working on dexterous hand manipulation and reinforcement learning at Georgia Tech. Actively looking for Summer 2027 research internships.

Robot learningManipulationPerception

News

Aug 2026
Started my M.S. in Robotics at Georgia Tech.
May 2026
Completed my senior thesis, RecoverTwin: train-free failure recovery for frozen dual-arm policies on RoboTwin 2.0.
May 2025
Joined the Human-Centered Autonomy Lab at UIUC as an undergraduate research assistant.
Apr 2025
CityGen accepted to the CVPR 2025 Workshop on Urban Scene Modeling.
Jun 2023
Joined the CVNext Lab at ZJU, working on 3D city generation.
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Robot rollout video goes here
Senior thesis Nov 2025 – May 2026 · Advisor: Liangjing Yang

RecoverTwin: Train-Free Failure Recovery for Dual-Arm Manipulation

  • A recovery supervisor for frozen dual-arm policies that detects stalled grasps, then regrasps with Florence-2 localization, GraspNet proposals and IK before handing control back.
  • Raised randomized-scene success on RoboTwin 2.0 from 9% to 28% (bottle shaking, ACT) and from 17% to 30% (hammering, RDT-1B).
Project page coming soon
CityGen: semantic and height fields stacked under a generated 3D city layout
CVPR-W 2025

CityGen: Infinite and Controllable City Layout Generation

Jie Deng, Wenhao Chai, Jianshu Guo, Qixuan Huang, Wenhao Hu, Jenq-Neng Hwang, Gaoang Wang
CVPR 2025 Workshop on Urban Scene Modeling (USM3D)
@InProceedings{Deng_2025_CVPR,
  title     = {CityGen: Infinite and Controllable City Layout Generation},
  author    = {Deng, Jie and Chai, Wenhao and Guo, Jianshu and Huang, Qixuan and Hu, Wenhao and Hwang, Jenq-Neng and Wang, Gaoang},
  booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops},
  year      = {2025}
}
CityCraft: a generated 3D city stacked above its building mask and 2D layout
Under review

CityCraft: A Real Crafter for 3D City Generation

Jie Deng*, Wenhao Chai*, Junsheng Huang*, Zhonghan Zhao*, Qixuan Huang, Mingyan Gao, Jianshu Guo, Shengyu Hao, Wenhao Hu, Jenq-Neng Hwang, Xi Li, Gaoang Wang
arXiv 2024
@article{deng2024citycraft,
  title   = {CityCraft: A Real Crafter for 3D City Generation},
  author  = {Deng, Jie and Chai, Wenhao and Huang, Junsheng and Zhao, Zhonghan and Huang, Qixuan and Gao, Mingyan and Guo, Jianshu and Hao, Shengyu and Hu, Wenhao and Hwang, Jenq-Neng and Li, Xi and Wang, Gaoang},
  journal = {arXiv preprint arXiv:2406.04983},
  year    = {2024}
}
The dual-arm robot holding an unsolved Rubik's cube corner-down between its two white printed grippers
Project

Dual-Arm Robotic Rubik's Cube Solver

Senior design, team lead · Jan – May 2026. A MuJoCo cube model, Kociemba moves turned into clamp and layer-turn commands, and a serial bridge to Arduino motors. It completed a full solve on the physical prototype.

Experience & Education

Research experience

  • NOV 2025 – MAY 2026
    RecoverTwin (Senior Thesis)
    Advisor: Prof. Liangjing Yang
    Train-free failure recovery for frozen dual-arm policies on RoboTwin 2.0.
  • MAY 2025 – SEPT 2025
    Human-Centered Autonomy Lab, UIUC
    Undergraduate RA · Advisor: Prof. Katie Driggs-Campbell
    A behavior-tree prototype for recovering from failed ACT rollouts, which informed the design of RecoverTwin.
  • JUN 2023 – SEPT 2024
    CVNext Lab, Zhejiang University
    Undergraduate RA · Advisor: Prof. Gaoang Wang
    Data pipelines (100k+ map and satellite patch pairs) and Blender rendering for CityCraft and CityGen.
  • JUN 2023 – AUG 2023
    Ultrafast Photonics Laboratory, ZJU
    Undergraduate RA · Advisor: Prof. Chaoyuan Jin
    A quantum-inspired Boids simulator; one coupling variant cut mean foraging time by 7.5%.

Education

  • 2026 – MAY 2028 (EXPECTED)
    M.S. in Robotics
    Georgia Institute of Technology · ECE home school
  • 2022 – JUN 2026
    B.S. in Computer Engineering, with honors
    University of Illinois Urbana-Champaign
  • 2022 – JUN 2026
    B.E. in Electrical & Computer Engineering
    Zhejiang University (dual degree) · GPA 4.00/4.3

Experiments

Continuously updated · All experiments →

Format adapted from Wenhao Chai's Experiments.

Honors

  • Dean's List, UIUCSpring 2025
  • Second-Prize Scholarship, ZJU2023 · top 8%
  • Third-Prize Scholarship, ZJU2024 · top 22%

Projects

  • Dual-Arm Robotic Rubik's Cube SolverJan – May 2026 · team lead
  • HyperGemini: Autonomous Parallel ParkingJan – May 2025 · ROS, GEM e2, 4/5 physical trials
The full CV, as a PDF
Updated Oct 2026
Download

Life

TravelTravelling with a camera. Next must-go destination: Switzerland.
SportsBasketball, Rugby and F1. Sanhao Cup basketball champs ×3, ZJU INTL.
GamesAll kinds of simulator games, such as MSFS and Transport Fever 3.