Research Topic

Robot Manipulation and Human Robot Interaction

I am a Ph.D. student at the University of Nottingham starting from October 2023, under the supervision of Dr. Luis Figueredo (1st) and Dr. Ayse Kucukyilmaz (2nd). My PhD topic is robotic control, manipulation, and physical human-robot interaction. I am interested in geometric methods for intelligent robots, focusing on developing mathematical frameworks that enable robots to operate in a natural, efficient, and comfortable manner.

Publications

HANDLE: Safe Non-prehensile Liquid Manipulation in Cluttered, Human-centric Environments with Physical Human-Robot Interaction

Yuhe Gong, Junhui Huang, Riddhiman Laha, Zewen Yang, Hao Xing, Ayse Kucukyilmaz, Seth Hutchinson, Luis Figueredo

Under Review.
@article{gong2026handle,
  title={HANDLE: Safe Non-prehensile Liquid Manipulation in Cluttered, Human-centric Environments with Physical Human-Robot Interaction},
  author={Gong, Yuhe and Huang, Junhui and Laha, Riddhiman and Yang, Zewen and Xing, Hao and Kucukyilmaz, Ayse and Hutchinson, Seth and Figueredo, Luis},
  journal={Under Review},
  year={2026}
}

GELATO: Multi-Instruction Trajectory Reshaping via Geometry-Aware Multiagent-based Orchestration

Junhui Huang†, Yuhe Gong†, Changsheng Li, Xingguang Duan, Luis Figueredo

IEEE Transactions on Automation Science and Engineering accepted.
@article{huang2025gelato,
            title={GELATO: Multi-Instruction Trajectory Reshaping via Geometry-Aware Multiagent-based Orchestration},
            author={Huang, Junhui and Gong, Yuhe and Li, Changsheng and Duan, Xingguang and Figueredo, Luis},
            journal={IEEE Transactions on Automation Science and Engineering},
            year={2025},
            publisher={IEEE},
            doi={10.1109/TASE.2025.11738801}
          }

Biomimetic cues enable predictive mechanisms in simulated and physical robot-human object handovers

Clara Günter, Yuhe Gong, Riddhiman Laha, Simon Appoltshauser, Luis Figueredo, Joachim Hermsdörfer, David W. Franklin

ACM Transactions on Human-Robot Interaction, 2026.
@article{gunter2026biomimetic,
  title={Biomimetic Cues Enable Predictive Mechanisms in Simulated and Physical Robot-Human Object Handovers},
  author={G{\"u}nter, Clara and Gong, Yuhe and Laha, Riddhiman and Appoltshauser, Simon and Figueredo, Luis and Hermsd{\"o}rfer, Joachim and Franklin, David W.},
  journal={ACM Transactions on Human-Robot Interaction},
  year={2026},
  publisher={Association for Computing Machinery},
  address={New York, NY, USA},
  doi={10.1145/3848631},
  url={https://doi.org/10.1145/3848631}
}

Contact-Safe Reinforcement Learning with ProMP Reparameterization and Energy Awareness

Bingkun Huang, Yuhe Gong, Zewen Yang, Tianyu Ren, Luis Figueredo

2026 IEEE International Conference on Robotics and Automation (ICRA), Vienna, Austria, 2026, pp. 10219-10226
@inproceedings{huang2026contactsafe,
  title={Contact-Safe Reinforcement Learning with ProMP Reparameterization and Energy Awareness},
  author={Huang, Bingkun and Gong, Yuhe and Yang, Zewen and Ren, Tianyu and Figueredo, Luis},
  booktitle={2026 IEEE International Conference on Robotics and Automation (ICRA)},
  pages={10219--10226},
  year={2026},
  doi={10.1109/ICRA57385.2026.11696807}
}

GeoFIK: A Fast and Reliable Geometric Solver for the IK of the Franka Arm based on Screw Theory Enabling Multiple Redundancy Parameters

Pablo C. Lopez-Custodio, Yuhe Gong, Luis Figueredo

2026 IEEE International Conference on Robotics and Automation (ICRA), Vienna, Austria, 2026, pp. 22452-22459
@inproceedings{lopez2026geofik,
  title={GeoFIK: A Fast and Reliable Geometric Solver for the IK of the Franka Arm Based on Screw Theory Enabling Multiple Redundancy Parameters},
  author={L{\'o}pez-Custodio, Pablo and Gong, Yuhe and Figueredo, Luis},
  booktitle={2026 IEEE International Conference on Robotics and Automation (ICRA)},
  pages={22452--22459},
  year={2026},
  doi={10.1109/ICRA57385.2026.11696741}
}

GeoPF: Infusing Geometry into Potential Fields for Reactive Planning in Non-trivial Environments

Yuhe Gong, Riddhiman Laha, Luis Figueredo

IEEE Robotics and Automation Letters, vol. 10, no. 11, pp. 11546-11553, Nov. 2025
@article{gong2025geopf,
  title={GeoPF: Infusing Geometry into Potential Fields for Reactive Planning in Non-trivial Environments},
  author={Gong, Yuhe and Laha, Riddhiman and Figueredo, Luis},
  journal={IEEE Robotics and Automation Letters},
  volume={10},
  number={11},
  pages={11546--11553},
  year={2025},
  publisher={IEEE},
  doi={10.1109/LRA.2025.3609237}
}

Manipulability Transfer and Tracking Control: Bridging Domain Adaptation with Predictive Feasibility

Yuhe Gong, Hao Xing, Guo Yu, Luis Figueredo

2025 IEEE International Conference on Robotics and Automation (ICRA), Atlanta, GA, USA, 2025, pp. 4572-4578
IEEE Xplore
@inproceedings{gong2025manipulability,
  title={Manipulability Transfer and Tracking Control: Bridging Domain Adaptation with Predictive Feasibility},
  author={Gong, Yuhe and Xing, Hao and Yu, Guo and Figueredo, Luis},
  booktitle={2025 IEEE International Conference on Robotics and Automation (ICRA)},
  pages={4572--4578},
  year={2025},
  organization={IEEE}
}

Demonstration to Adaptation: A User-Guided Framework for Sequential and Real-Time Planning

Kuanqi Cai, Riddhiman Laha, Yuhe Gong, Lingyun Chen, Liding Zhang, Luis Figueredo, Sami Haddadin

2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Abu Dhabi, UAE, 2024, pp. 9871-9878
IEEE Xplore
@inproceedings{cai2024demonstration,
  title={Demonstration to Adaptation: A User-Guided Framework for Sequential and Real-Time Planning},
  author={Cai, Kuanqi and Laha, Riddhiman and Gong, Yuhe and Chen, Lingyun and Zhang, Liding and Figueredo, Luis and Haddadin, Sami},
  booktitle={2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  pages={9871--9878},
  year={2024},
  organization={IEEE}
}

Awards

Paper & Project Awards

Best Paper Award 06/2026

ICRA 2026 Workshop on Manipulation Robustness (Towards Human-Level Robustness under Real-World Challenges) — HANDLE: Robust non-prehensile liquid manipulation in cluttered, human-centric environments with physical HRI

Best Student Paper Award — Finalist (Top 3) 10/2025

IROS 2025 Workshop (Building Safe Robots: A Holistic Integrated View on Safety from Modelling, Control & Implementation) — GeoCopilot: What Does Geometry Mean for Robots?

Best Project-Idea Award 07/2025

Geriatronics Summer School 2025 — Safe Physical Human-Robot Interaction for Frail Users

Best Paper Award 07/2023

Geriatronics Summit 2023 — EpisodicTD3: Introducing Movement Primitives into Actor-Critic Algorithms

Competition Awards

What Bimanuals Can Do, XtalPi Lab Experiments 1st Winner 06/2026

ICRA 2026 Competition

PhyRC: Physical Robotic Caregiving Challenge 1st Winner 05/2025

ICRA 2025 Competition

Service & Outreach Awards

Social Media Ambassador 05/2025

IEEE RAS Student Activities Committee (SAC) & Media Services Board — ICRA 2025

Best Welcome Kit 05/2025

IEEE RAS Technical Activities Board (TAB), ICRA 2025 — for the APCRM Technical Committee Welcome Kit, as Student Representative

Roles & Leadership

Co-Chair for Conference Event 2-Year Term

2026 – 2027
IEEE Robotics and Automation Society - Student Activities Committee (IEEE RAS - SAC)

@IEEE-RAS-SAC

Student Representative 2-Year Term

2026-2027
IEEE RAS Technical Committee of Robot Control

@TC-on-RobotControl

Student Representative 1-Year Term

2025
IEEE RAS Technical Committee of Algorithms for Planning and Control of Robot Motion (APCRM)

@TC-on-APCRM

Student Volunteer

Jan 2026
7th UK Manipulation Workshop

@UKManipulationWorkhop

Organizer1-Year Term

2025
Talking Robotics

@TalkingRobotics

Workshop Organizer

Geometric-Aware Representations: Structured priors, metrics, constraints, and groundings for Manipulation

2026 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Pittsburgh, PA, USA · Full Day, 8:30 AM – 5:30 PM · Room 305

Academic Reviewer

Journals
IEEE Transactions on Automatic Control (TAC)
IEEE Transactions on Automation Science and Engineering (IEEE T-ASE)
IEEE Transactions on Systems, Man, and Cybernetics: Systems (TSMC: Systems)
IEEE Robotics and Automation Letters (RA-L)
Conferences
IEEE International Conference on Robotics and Automation (ICRA)
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
ACM/IEEE International Conference on Human-Robot Interaction (HRI)

Scholarships & Fundings

AI + Engineering Travel Grant

09/2026
UK Engineering and Physical Sciences Research Council (EPSRC)

ICRA 2025 RAS Travel Grant

02/2025
IEEE Robotics and Automation Society

International Ph.D. Studentship

10/2023
School of Computer Science, University of Nottingham

Research Experience

Master Thesis (Prof. Gerhard Neumann) | @EpisodicTD3

08/2021 - 03/2022
Autonomous Learning Robots (ALR) Lab, Karlsruhe Institute of Technology

EpisodicTD3: Introducing Movement Primitives into Actor-Critic Algorithms
Repository

Mini Job | @TAVAAL-RANK

06/2021 - 08/2021
Intelligent System Security Research Group, Karlsruhe Institute of Technology

Reimplementation of Task-aware Variational Adversarial Active Learning
Repository

Internship (Prof. Gerhard Neumann) | @CompareRL

10/2020 - 07/2021
Autonomous Learning Robots (ALR) Lab, Karlsruhe Institute of Technology

Compare Episodic and Step-based Reinforcement Learning
Repository