From 2009 to 2014, I was a Team Leader at the Department of Advanced Robotics, Italian Institute of Technology (IIT). From 2007 to 2009, I was a Postdoc at the Learning Algorithms and Systems Laboratory, EPFL. I hold a PhD from EPFL (2007), awarded by the Robotdalen Scientific Award, ABB Award and EPFL-Press Distinction. Other recognitions include Best Paper Award in the journal of Intelligent Service Robotics (ISR, 2017), Best Paper Award at IEEE Ro-Man'2007, Best Poster Award at ICRA'2021 Workshop, Best Presentation Award at CoRL'2019, and Best Paper Award Finalist at RSS'2024, IEEE-RAS Humanoids'2009, IEEE/RSJ IROS'2013, ICIRA'2015 and IEEE ICRA'2016. I served as Associate Editor in IEEE Transactions on Robotics (T-RO) and IEEE Robotics and Automation Letters (RA-L), and I currently serve as TC Chair on Model-based optimization for robotics for the IEEE Robotics and Automation Society (RAS).
The collaborative projects I am or have been involved in include ARMS, HORACE, REHABOT, KREATIV, SMART-DISPENSING, INTELLIMAN, SESTOSENSO, SWITCH, CODIMAN, COB'HOOK, LEARN-REAL, HEAP, NATAI, COLLABORATE, MEMMO, ROSALIS, DEXROV, I-DRESS, TACT-HAND, PLATFORM-MMD, STIFF-FLOP, PANDORA, SMART-E, SAPHARI, AMARSI, ROBOT@CWE, FEELIX GROWING and COGNIRON, supported by the European Commission, by the Swiss National Science Foundation, by the State Secretariat for Education, Research and Innovation, and by the Swiss Innovation Agency.
The jury was impressed by the practical and economic importance of the problem, the systematic analysis and innovative layered approach of its implementation, the completeness of the solution, and the open release of source code, demonstrating confidence in the solution independence from specifics of any particular robot hardware or manipulation task.
For the thorough and exemplary work in his Ph.D. thesis and important scientific contributions resolving two major issues in robot programming by demonstration.
Calinon, S., Guenter, F. and Billard, A. (2007). On Learning, Representing and Generalizing a Task in a Humanoid Robot. IEEE Transactions on Systems, Man and Cybernetics, Part B, 37:2. (article listed within Scopus Essential Science Indicators as highly cited paper in the top 1% of its academic field, 1400+ citations)*
International Workshop on Open-Ended Learning by Interactive Robots, Sorbonne University, Paris, France.
Aug 2024
Empowering Human-Robot Collaboration Workshop, co-organized by the Innovation Booster Robotics, the Innovation Booster Artificial Intelligence, and the Swiss Cobotics Competence Center, Switzerland Innovation Park Biel/Bienne (SIPBB).
Campus Party, Science and Arts City Museum, Valencia, Spain.
(Technology festival since 1997 with renowned invited speakers such as Stephen Hawking, Al Gore, Neil Amstrong, Steve Wozniak, Vint Cerf or Tim Berners-Lee)
LEARN-REAL
(Learning Physical Manipulation Skills with Simulators using Realistic Variations)
(CHIST-ERA Collaborative Project, SNSF)
Project Leader for Idiap
2025-2028
HORACE
(Human-robot collaborative manipulation by considering geometry and uncertainty)
(MINT/Weave grant, SNSF)
2024-2026
KREATIV
(Installation at Phänomena: The roles of AI and robotics for creative and artistic applications in both digital and physical worlds)
(Agora grant, SNSF)
SMART-DISPENSING
(Programming of a complex deposit task through learning from demonstration)
(Innosuisse)
2022-2026
INTELLIMAN
(AI-Powered Manipulation System for Advanced Robotic Service, Manufacturing and Prosthetics)
(HORIZON-CL4-Digital-Emerging Grant 101070136, Horizon Europe, SERI)
2022-2025
SESTOSENSO
(Physical Cognition for Intelligent Control and Safe Human-Robot Interaction)
(HORIZON-CL4-Digital-Emerging Grant 101070310, Horizon Europe, SERI)
2021-2024
SWITCH
(Learning by Switching Roles in Physical Human-Robot Collaboration)
(Lead Agency programme, SNSF)
2020-2024
CODIMAN
(Cobotics, digital skills and the re-humanization of the workplace)
(National Research Programme "Digital Transformation", SNSF)
2019
Roboclette
(robots learning to serve raclette cheese)
(State of Valais)
2019-2021
COB'HOOK
(Dexterous manipulation for electroplating jig loading in the watchmaking industry)
(Innosuisse)
2018-2022
COLLABORATE
(Co-production CeLL performing Human-Robot Collaborative AssEmbly)
(H2020-DT-FoF Grant 820767)
Post-Master program AI Move (Artificial Intelligence and Movement in Industries and Creation) at Mines-ParisTech. In charge of the courses on Statistical, Geometrical and Dynamical Representations of Movement (Module 2: Motion Capture, Modeling and Gesture Recognition) and on Human-Robot Interaction and Collaborative Robotics (Module 4: Humans, Machines and Connected Objects).
Hakan Girgin, "Learning and Optimization of Anticipatory Feedback Controllers for Robot Manipulation". PhD Thesis, Idiap/EPFL. (next: Innovation Manager, Swiss Cobotics Competence Center (S3C), Biel, Switzerland)
2018-2022
Teguh Lembono, "Building Memory of Motion to Warm-start Trajectory Optimization". PhD Thesis, Idiap/EPFL. (next: Applied Scientist in Robotics AI, Amazon, Berlin, Germany)
2017-2021
Thibaut Kulak, "Robot skills acquisition through active learning and social interaction strategies". PhD Thesis, Idiap/EPFL. (next: Machine Learning Researcher at NEOINSTINCT, Lausanne, Switzerland)
2016-2020
Emmanuel Pignat, "Product of Experts for Robot Learning from Demonstration". PhD Thesis, Idiap/EPFL. (next: Founder of ARventure startup)
2016-2020
Noémie Jaquier, "Robot skills learning with Riemannian manifolds: Leveraging geometry-awareness in robot learning, optimization and control". PhD Thesis, Idiap/EPFL. (next: Postdoc at KIT, Germany)
2015-2018
Ajay Kumar Tanwani, "Probabilistic learning models for skill acquisition in teleoperated robots". PhD Thesis, Idiap/EPFL. (next: Postdoc at UC Berkeley, USA)
2014-2018
Martijn Zeestraten, "Programming by demonstration on Riemannian manifolds". PhD Thesis, IIT/UniGenova. (next: R&D Engineer in Madern Group)
2014-2017
João Silvério, "Human-robot collaborative manipulation and coordination in bimanual tasks". PhD Thesis, IIT/UniGenova. (next: Postdoc at IIT, Genova, Italy)
2012-2015
Milad Malekzadeh, "Machine Learning for a Soft Robotic Arm Assisting in Minimally Invasive Surgery". PhD Thesis, IIT/UniGenova. (next: Postdoc at CoR-Lab, University of Bielefeld)
2011-2014
Tohid Alizadeh, "Modulation and Statistical Modeling of Human Movements Through Demonstrations". PhD Thesis, IIT/UniGenova. (next: Lecturer at Nazarbayev University, Kazakhstan)
2011-2014
Davide De Tommaso, "Active Vision and Projections as User Interface in Robot Learning from Demonstration". PhD Thesis, IIT/UniGenova. (next: Software Engineer at IIT, Genova, Italy)
2010-2013
Antonio Pistillo, "Approaches To Open And Closed-Loop Probabilistic Model Learning In Programming By Demonstration". PhD Thesis, IIT/UniGenova. (next: Data Scientist at Accenture)
Research and Development Engineers
2024
Maximilien Dufau, R&D Research Assistant.
2024-now
Olivier Canévet, Research and Development group at Idiap, supervised by Olivier Bornet.
2019-now
Jérémy Maceiras, Research and Development group at Idiap, supervised by Olivier Bornet.
2019-now
Guillaume Clivaz, Research and Development group at Idiap, supervised by Olivier Bornet.
2018-now
Philip Abbet, Research and Development group at Idiap, supervised by Olivier Bornet.
Luka Lanča, University of Rijeka, supervised by Prof. Stefan Ivić.
2024
Karlo Jakac, University of Rijeka, supervised by Prof. Stefan Ivić.
2023
Giovanni Braglia, University of Modena and Reggio Emilia, supervised by Prof. Luigi Biagiotti.
2022-2024
Xuemin Chi, Zhejiang University, supervised by Prof. Zhitao Liu and Prof. Hongye Su.
2022-2023
Zhenwei Niu, Khalifa University, supervised by Prof. Irfan Hussain.
2022
Mehrdad Tavassoli, University of Pisa and Italian Institute of Technology, supervised by Prof. Domenico Prattichizzo.
2021-2022
Davide Carminati, Polytechnic University of Turin, supervised by Prof. Elisa Capello.
2021-2022
Boyang Ti, Harbin Institute of Technology, supervised by Prof. Yongsheng Gao and Prof. Jie Zhao.
2019-2020
Xiao Gao, Wuhan University, supervised by Prof. Miao Li.
2019
Jarosław Łokietko, Goldsmiths University of London, supervised by Prof. Frederic Fol Leymarie.
2018
Markku Suomalainen, Aalto University, supervised by Prof. Ville Kyrki.
2015
Daniel Berio, Goldsmiths University of London, supervised by Prof. Frederic Fol Leymarie.
2011
Leonel Rozo, Polytechnic University of Catalonia, supervised by Prof. Carme Torras.
Internships
2024
Martin Schonger, Research Intern at Idiap, co-supervised with Emmanuel Senft.
2024
Timothé Schlüssel, Research Intern at Idiap.
2024
Jiacheng Qiu, Research Intern at Idiap.
2022
Xiaowen Jiang, Research Intern at Idiap.
2022
Yifei Dong, Research Intern at Idiap.
2022
Stephen Monnet, Research Intern at Idiap.
2021-2022
Louis Gevers, Research Intern at Idiap, co-supervised with Jean-Marc Odobez.
2021
Nadia Hadjmbarek, Research Intern at Idiap.
2021
Lara Brudermüller, Research Intern at Idiap.
2021
Mahdi Nobar, Research Intern at Idiap.
2021
Yong-Joon Thoo, Research Intern at Idiap.
2019-2020
Clément Vaes, MSc Student at Université Catholique de Louvain, supervised by Estelle Massart and Prof. Pierre-Antoine Absil, co-supervised by Noémie Jaquier at Idiap.
2018
Hakan Girgin, MSc Student at Bogazici University, supervised by Prof. Emre Ugur.
2017
Olivier Baseggio, "Case studies for the application of robot learning techniques in industrial applications". Internship, Idiap.
MSc Theses
2023-2024
Alice Guntli, "Planning with optimal control: Application to robot manipulation with a mobile bimanual platform". MSc Thesis, EPFL and ABB.
2023
Jean Lesur, "Trajectory optimization for a painting robot by using vision feedback". MSc Thesis, EPFL.
2023
Tobias Michel, "An active perception approach for automated robotic bin picking". MSc Thesis, EPFL.
2023
Victor Dramé, "Active perception for localization and manipulation of fruits in bulk". MSc Thesis, EPFL.
Emmanuel Pignat, "Online learning of task-parameterized models". MSc Thesis, EPFL.
2012-2013
Martijn Zeestraten, "Robot Learning using Tree-Based Policy Representation". MSc Thesis magna cum laude, IIT/Delft University.
2012
Sunniva van Ipenburg, "Learning of a table skittle game with reinforcement learning and parametric Gaussian mixture model". MSc Thesis, IIT/Delft University.
2012
Affan Pervez, "Movement skill acquisition with imitation and reinforcement learning". MSc Thesis, IIT/KTH (Erasmus exchange program).
2008
Florent D'halluin, "Robust learning and reproduction of gestures from human demonstrations". MSc Thesis, EPFL.
2007
Murielle Richard, "Implementation of a learning-by-imitation algorithm on the Katana robot". MSc Thesis, EPFL.
2005
Frederic Magnard, "Object tracking for a camera designed to be worn by children". MSc Thesis, EPFL.
2004
Adrien Brossard, "Control of the humanoid robot HOAP-2". MSc Thesis, EPFL.
2004
Andre Maurer, "Artificial Neural Network (ANN) - Hidden Markov Model (HMM) Comparison for a gesture recognition application". MSc Thesis, EPFL.
2003
Marc Kunze, "Person recognition for the humanoid robot Robota". MSc Thesis, EPFL.
MSc/BSc Projects
2024
Chiara Evangelisti, "Ergodic control for robot exploration". MSc Project, Idiap/EPFL.
2024
Antony Picard, "Text flourishing for a robot writer: a learning and optimization approach". BSc Project, Idiap/EPFL.
2024
Theo Maetz, "Manipulation with a torque-controlled quadruped robot". MSc Project, Idiap/EPFL.
2024
Jehan Piaget, "A robot manipulator writing texts using a pen". MSc Project, Idiap/EPFL.
2024
Vincent Flattot, "A robot manipulator writing texts using a pen". MSc Project, Idiap/EPFL.
2023-2024
Bastien Marconato, "Multi-resolution Encoding with Basis Functions for Applications in Robotics". MSc Project, Idiap/EPFL.
2022
Francesco Nonis, "Motion optimization with a legibility perspective". MSc Project, Idiap/EPFL.
2022
Vincent Nguyen, "Smartphone interface for a portraitist robot". MSc Project, Idiap/EPFL.
2022
Filipe Ferreira Lopes, "Exploitation of a small 6D force-torque sensor in dexterous robot manipulation skills". MSc Project, Idiap/EPFL.
2022
Maxime Pillet, "6D object pose estimation for robot manipulation applications". MSc Project, Idiap/EPFL.
2022
Alice Guntli, "Orientation and force control of a robot holding a paint brush". MSc Project, Idiap/EPFL.
2022
Léane Donzé, "Path planning for a mobile robot using a handheld augmented reality interface". MSc Project, Idiap/EPFL.
2021
Nadia Hadjmbarek, "Control primitives learning for the torque-controlled SOLO quadruped robot". MSc Project, Idiap/EPFL.
2021
Johnny Borkhoche, "Learning of non-photorealistic renderings for a caricaturist robot". MSc Project, Idiap/EPFL.
2021
Cédric Fontaine, "Subspace learning for robot control applications". MSc Project, Idiap/EPFL.
2021
Jean Lesur, "GrowbotHub: harvesting and pollination with 7-axis robot manipulator". MSc Project, Idiap/EPFL.
2021
Alexandre Marguet, "GrowbotHub: harvesting and pollination with 7-axis robot manipulator". MSc Project, Idiap/EPFL.
2021
Constantin Decaux, "Smartphone interface using augmented reality". MSc Project, Idiap/EPFL.
2021
Samuel Bétrisey, "Smartphone interface using augmented reality". MSc Project, Idiap/EPFL.
2020-2021
Luis Carvalho, "GUI for robot visual simulation". MSc Project, Idiap/EPFL.
2020
Philipp Schuler, "ROS interfacing on Kuka SunriseOS". MSc Project, Idiap/EPFL.
2020
Thibault Niederhauser, "Visual perception for autonomous harvesting of root vegetables growing in aeroponics". MSc Project, Idiap/EPFL.
2020
Victoria Letertre, "Pick-and-place for the Carousel System". MSc Project, Idiap/EPFL.
2020
Jules Pochon, "Hand Detection and Tracking". MSc Project, Idiap/EPFL.
2020
Lucas Surmely, "Robot movements interface using augmented reality". BSc Project, Idiap/EPFL.
Hedi Fendri, "Dictionary learning of movement primitives". BSc Project, Idiap/EPFL.
2019
Christine Whiteley, "Interactive visualization of trajectories on a smartphone for a robot learning from demonstration application". BSc Project, Idiap/EPFL.
2017-2018
Dylan Bourgeois, "Pose sketching interface to control a humanoid robot". MSc Project, Idiap/EPFL.
2017-2018
Laila El Hamamsy, "Streamline extraction from images for a robotic light painting application". BSc Project, Idiap/EPFL.
2017-2018
Frederick Gusset, "Body-aware assistance for the execution of human-robot collaborative tasks". BSc Project, Idiap/EPFL.
2017-2018
Florian Standaert, "Mobile interface for the generation of movements with variations in robots". BSc Project, Idiap/EPFL.
2017
Robin Wütschert, "Smartphone interface for the Baxter robot". BSc Project, Idiap/EPFL.
2017
Yuxiang Li, "Robot experiential learning of movement primitives". BSc Project, Idiap/EPFL.
I maintain Robotics codes from scratch (RCFS), a collection of source codes to study and test learning and optimization problems in robotics through simple 2D examples, and PbDlib, a collection of source codes for robot programming by demonstration including various functionalities at the crossroad of statistical learning, dynamical systems, optimal control and Riemannian geometry.