Program
8:30 - 9:00 - Welcome
9:00 - 9:15 - Introduction
9:15 - 10:00 - Keynote 1
Catuscia Palamidessi - Research Director, INRIA.
Private collection of mobility data.
> Theme 1 - Explicability
10:15 - 10:45 - Hosted by :
Yann Batiste Pequignot - Scientific Coordinator, DEEL Québec. Sébastien Da Veiga - Associate Professor in Statistics, ENSAI - CREST.
10:15 - 10:45 - Nicolas Brunel - Duke University
11:15 - 11:45 -
Gabriel Laberge - PhD student, Polytechnique Montréal.
Hybrid Interpretable Models: Exploring the Compromise between Transparency and Performance.
11:45 - 12:15 -
Marouane Il Idrissi - PhD student, EDF R&D and Institut de Mathématiques de Toulouse.
Proportional marginal effects: an answer to the shortcomings of Shapley values for importance quantification.
12:15 - 12:45 - Round table
14:15 - 15:00 - Keynote 2
Aaditya Ramdas (En) - Assistant professor, Carnegie Mellon University. Predictive uncertainty quantification under distribution shift.
> Theme 2 - Robustness and uncertainty quantification.
15:00 - 15:15 - Hosted by : Sébastien Gerchinovitz - DEEL program researcher, IRT Saint Exupéry. & Aaditya Ramdas (En) - Assistant professor, Carnegie Mellon University.
15:15 - 15:45 -
François Bachoc (En) - Senior Lecturer, Institut de Mathématiques de Toulouse.
Introduction to Gaussian process with inequality constraints, Application to coast flooding risk.
15:45 - 16:15 - currently being finalized
16:45 - 17:15 - currently being finalized
17:15 - 17:45 - Round table
Mélanie Ducoffe - Researcher in Machine Learning, Airbus. François Bachoc - Senior Lecturer, Institut de Mathématiques de Toulouse.
19:00 - 00:00 - Social Event
Program
8:30 - 9:00 - Welcome
9:00 - 10:00 - Introduction
Jean-Noël BARROT - Minister for Digital Affairs. Carole Delga - President of the Occitanie Region. Jean-Luc Moudenc - President of Toulouse Métropole.
10:00 - 10:45 - Keynote 3
Luc Julia - Scientific Director, Renault.
10:45 - 11:15 - Break
> Topic 3 -Formal methods and certification.
11:15- 11:30 - Animation :
Mélanie Ducoffe - Researcher in Machine Learning, Airbus. and Josée Desharnais - Full Professor, Department of Computer Science and Software Engineering, Université Laval / IID.
11:30 - 12:00 - currently being finalized
12:00 - 12:30 - currently being finalized
12:30 - 13:00 - Round table
14:15 - 15:00 - Keynote 4
Francois Sillion - Technical and Digital Director, CNES.
> Theme 2 - Optimization and machine learning Animation
15:00 - 15:15 - Animation :
Francois Malgouyres - DEEL program researcher, IRT Saint Exupéry. and Edouard Pauwels - assistant professor, Toulouse 3 Paul Sabatier University.
15:15 - 15:45 -
Jean-Christophe Pesquet - Professor, Ecole Centrale / INRIA.
Fixed point properties of neural networks.
15:45 - 16:15 - currently being finalized
16:45 - 17:15 -
Sébastien Gadat - Professor, Toulouse School of Economics.
Optimization and uncertainty: an industrial problem and a leading machine learning algorithm.
17:15 - 17:45 - Round table
Francois Malgouyres - Professor, ITM - University Toulouse 3 - Paul Sabatier / ANITI / DEEL, Edouard Pauwels - assistant professor, Université Toulouse 3 Paul Sabatier. Sébastien Gadat - Professor, Toulouse School of Economics. Jean-Christophe Pesquet - Professor, CentraleSupélec / Inria
19:00 - 00:00 - Conclusion