projects

As Principal Investigator

U3D

Details: 2 years (2022-2023), Multi-disciplinary MITI project, 15K€
Role: Principal investigator
Topic: Uncertainty in 3D surface modelling
Partners: Roman Malinowski (CNES/CS Group), Loic Dumas (CS group), Emmanuel Dubois (CNES), Emmanuelle Sarrazin (CNES)

SAFE AI Chair

Website: SAFE AI
Details: 5 years (2022-2026), Fondation partenariale UTC (840 K€) + SCAI (50 K€)
Role: Chair/principal investigator
Topic: Ensuring safer and more robust AI systems
Current partners: 5 UTC laboratories (Heudiasyc, LMAC, Roberval, BMBI, Avenues) + Lip6

Graphite

Details: 1 year (2021), INS2I CNRS project, 15K€
Role: Principal investigator
Topic: Robust inferences in graphs
Partners: Michael Poss (LIRMM), Frédéric Pichon (LGI2A)

Action Enseignement et Innovation

Details: 4 year (2018-2022), Fondation Universitaire, UTC, 250K€
Role: Principal investigator
Topic: Robust learning with application to real estate management
Partners: SOPRA/STERIA

PreServe

Website: Preserve
Details: 4 year (2019-2023), ANR project, 275 K€
Role: Principal investigator
Topic: Preference learning under severe uncertainties
Partners: Sorbonne Université - LIP6, Paderborn University

PULP

Details: 1 year (2018), PEPS CNRS project, 15K€
Role: Principal investigator
Topic: Preference learning under severe uncertainties
Partners: Sorbonne Université - LIP6, Ecole Centrale - LGI

UML-NET

Details: 2 years (2015-2017), ANR network grant, 50K€
Role: Principal investigator
Topic: Network on Uncertainty in Machine Learning
Partners: University of Oviedo, Paderborn University, IDSIA (Lugano), Large Scale Biology Laboratory, Belfast university
First workshop: WUML 2015
Second workshop: WUML/WPMSIIP 2017
Third workshop: WUML 2020 at ECML
Fourth workshop: WUML 2021 at UTC

ORUs team: Reliability, Optimisation and Uncertainties

Details: Team funded by Labex MS2T
Role: Head
Topic: Optimisation under uncertainty of complex system reliability
Partners:Heudiasyc (France)
Link:Orus

As Members

ERARE

Details: 4 years (2026-2030), ANR project (550K€)
Role: Task leader
Topic: develop robust and frugal explanation methods for learning tasks, with application to streaming data
Partners: CRIL - Université d'Artois (PI), MICS - Centrale Supelec, Kapsdata

DMC

Details: 4 years (2025-2029), JCJC ANR project led by C. Gilet (250K€)
Role: Project member
Topic: developing discrete minimax classifiers for complex learning problems (multi-label, coavariate shift)

ITS-STORY

Details: 4 years (2025-2029), ANR project (500K€)
Role: Project member
Topic: work of memory/remembrance through AR (augmented reality) within the Compiègne WW2 memorial
Partners: Compiègne memorial, Université Paris 1

CAP "AI for risk management and safe industry"

Details: 5 years (2025-2030), within Sorbonne AI cluster (35M€)
Role: Project member
Topic: building safe AI systems for industry and risk management
Partners: LIP6, Heudiasyc, CNAM, OPmobility, Renault, Sector, AXA

HOUSES

Website: HOUSES
Details: 4 years (2022-2026), ANR PRC project, 600K€
Role: Work Package responsible
Topic: Harmonized Operation of Uncertainties in Spatialized Environmental Systems
Partners: BRGM, ARMINES, IRIT, HESUS

KIVA

Details: 4 years (2013-2017), Picardie Region Industrilab project
Role: Gesture recognition task leader
Topic: Training in 3D virtual environment
Partners: montupet, Heudiasyc, Reviatech (France)

LABEX MS2T

Details: 10 years (2011-2021), ANR laboratory of excellence grant (~6.5M euros)
Role: Member (2012-2014), Scientific responsible of axis 2: uncertainty management since 2014, Head of ORUs team (see below)
Topic: Technological Systems Of Systems (SoSe)
Partners: Roberval, Heudiasyc, BMBI (France)
Link:LABEX MS2T

RECIF

Details: 3 years (2014-2017), member, ANR national grant (~150K euros)
Role: Task 2 leader (Expert opinion elicitation), Task 1 member
Topic: Uncertainty modelling by belief functions for railway systems reliability assessment
Partners:Heudiasyc (France)

EVEREST

Details: 3 years (2013-2016), member, ANR national grant (~200K euros)
Role: Task 4 leader (Tensor matching and information fusion)
Topic:Learning High Level Representations of Large Sparse Tensors
Partners:Heudiasyc \& Xerox Research Center Europe.
Link:Everest

ECOBIOCAP

Details: 4 years (2011-2015), FP7 European grant (~4MK euros)
Role: member
Topic: Ecoefficient Biodegradable Composite Advanced Packagings
Partners: IVV (Germany), UCC (Ireland), SIK (Sweden), NBM (Spain), CSIC (Spain), INRA (France), FUERST-PLAST (France), FEDOU (France), ALTERBIO (France), UMINHO (Portugal), IBET (Portugal), UNIROMA (Italy), NOVAMONT (Italy), UNIBO (Italy), CBHU (Hungary)
Link:EcoBioCap