Who am I?

I am a scientific researcher in robotics. My current focus is on the perception and manipulation of deformable objects such as garments. My work is situated at the intersection between differentiable geometry and deep learning.

I have obtained my PhD from the University of Genoa and the Italian Institute of Technology in 2025 under the supervision of Prof. Darwin Caldwell and Dr. Fei Chen.

If your are interested in my work, feel free to contact me via LinkedIn.

πŸ”₯ News

  • 2026.02: Β πŸŽ‰πŸŽ‰ Published a pre-print on arxivπŸ”—

πŸ“ Publications

Disentangling perception and reasoning for improving data efficiency in learning cloth manipulation without demonstrations, Donatien Delehelle, Fei Chen, Darwin G. Caldwell, arxiv 2026

Advanced garment modeling for object-centric assistive dressing policies, Donatien Delehelle, Thesis

Learning Robot Dynamic Cloth Manipulation Based on Differentiable Dynamics Optimization and Motion Transfer, Hengyi Sim, Junjia Liu, Donatien Delehelle, Xingyu Wu, Darwin G. Caldwell, Fei Chen, TETCI 2026

MiXR-Intent: Intention Prediction for Immersive Remote Encountered-Type Haptics, Natnael Berhanu Takele, Donatien Delehelle, Kim Yaesol, Sara Anastasi, Nikhil Deshpande, Jesus Ortiz, Darwin G. Caldwell, Carmine Tommaso Recchiuto, Yonas Tefera, IEEE conference on Teleoperation 2025

From Fields to Splats: A Cross-Domain Survey of Real-Time Neural Scene Representations, Javed Ahmad, Penggang Gao, Donatien Delehelle, Mennuti Canio, Nikhil Deshpande, JesΓΊs Ortiz, Darwin G. Caldwell, Yonas Teodros Tefera, arxiv 2025

πŸŽ“ Academic Supervision & Teaching

  • 2024–2025 β€” MSc Project Co-supervisor (1 MSc these), Italian Institute of Technology
    • Topics: teleopertion, intent prediction, haptics
  • 2016–2019 β€” Private Tutor (Mathematics, Physics)

πŸ’» Open-Source Contributions & Personal Projects

πŸ’¬ Conference Abstracts & Invited Talks

MiXR-Interact: Mixed Reality Interaction Dataset for Gaze, Hand, and Body, Natnael Berhanu Takele, Donatien Delehelle, Yaesol Kim, Yonas Teodros Tefera, Nikhil Deshpande, Darwin G Caldwell, Jesus Ortiz, Carmine Tommaso Recchiuto, HRI 2025 Workshop VAM

Assistive Robotic System for Dressing through Learning by Demonstration, Donatien Delehelle,Fei Chen,Darwin G. Caldwell, IROS 2022 Workshop SCIAR

πŸ“– Education

  • 2025, PhD in Robotics, University of Genoa and Italian Institute of Technology
  • 2020, MSc in Data Science, Centrale Lyon