Name: UQ4ML | COMETA Workshop on Uncertainty Quantification for Machine Learning
Start: 2025-09-15T14:00:00+02:00
End: 2025-09-18T22:15:00+02:00
Location: CEA Paris-Saclay

UQ4ML | COMETA Workshop on Uncertainty Quantification for Machine Learning

from Monday, September 15, 2025 (2:00 PM) to Thursday, September 18, 2025 (10:15 PM)

Monday, September 15, 2025
2:00 PM Organisation: Welcome
Welcome
2:00 PM - 2:15 PM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

2:00 PM Welcome to UQ4ML - Alessandra Cappati (Universite Catholique de Louvain (UCL) (BE)) Marco Letizia Riccardo Finotello (CEA Paris-Saclay) Shamik Ghosh (Centre National de la Recherche Scientifique (FR)) Karolos Potamianos (University of Warwick (GB)) Claudius Krause (HEPHY Vienna (ÖAW))
2:15 PM Simulations and Coding: Keynote
Keynote
2:15 PM - 3:15 PM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

2:15 PM Quantifying uncertainties in computer models: an overview - Merlin Keller (EDF)
3:15 PM Coffee break
Coffee break
3:15 PM - 3:45 PM
Room: Amphithéâtre Claude Bloch (IPhT)
3:45 PM Simulations and Coding: Talks
Talks
3:45 PM - 4:45 PM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

3:45 PM Uncertainty in AI-driven Monte Carlo simulations - Dimitrios Tzivrailis (CEA Paris-Saclay)

4:15 PM Parameter Estimation with Neural Simulation-Based Inference in ATLAS - David Rousseau (IJCLab-Orsay)
Tuesday, September 16, 2025
9:30 AM HEP - Theory: Keynote
Keynote
9:30 AM - 10:30 AM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

9:30 AM Machine learning for optimal BSM sensitivity - Giuliano Panico (University of Florence and INFN Florence)
10:30 AM Coffee break
Coffee break
10:30 AM - 11:00 AM
Room: Amphithéâtre Claude Bloch (IPhT)
11:00 AM HEP - Theory: Talks
Talks
11:00 AM - 12:30 PM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

11:00 AM Determination and validation of modeling and theory uncertaintie - Stefano Forte (Università degli Studi e INFN Milano (IT))

11:30 AM Parton Distributions from Neural Networks: Analytical Results - Amedeo Chiefa

12:00 PM Energy Flow Networks for Jet Quenching Studies - João A. Gonçalves (LIP - IST)
12:30 PM Lunch break
Lunch break
12:30 PM - 2:00 PM
Room: Amphithéâtre Claude Bloch (IPhT)
2:00 PM HEP - Experiment: Keynote
Keynote
2:00 PM - 3:00 PM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

2:00 PM Uncertainty quantification for deep learning in astroparticle physics - Christian Glaser (Uppsala University)
3:00 PM Coffee break
Coffee break
3:00 PM - 3:30 PM
Room: Amphithéâtre Claude Bloch (IPhT)
3:30 PM HEP - Experiment: Talks
Talks
3:30 PM - 5:00 PM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

3:30 PM Interdisciplinary Digital Twin Engine InterTwin for calorimeter simulation - Vera Maiboroda (CNRS, IJCLab)

4:00 PM Scaling laws for amplitude surrogates - Joaquin Iturriza Ramirez (Centre National de la Recherche Scientifique (FR))

4:30 PM Fair Universe HiggsML Uncertainty Challenge - Ragansu Chakkappai (IJCLab-Orsay)
Wednesday, September 17, 2025
9:30 AM Data analysis, Time Series, Causal analysis: Keynote
Keynote
9:30 AM - 10:30 AM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

9:30 AM Introduction to Causality for Time Series and HSIC - Aurore Lomet (CEA Paris-Saclay)
10:30 AM Coffee break
Coffee break
10:30 AM - 11:00 AM
Room: Amphithéâtre Claude Bloch (IPhT)
11:00 AM Data analysis, Time Series, Causal analysis: Talks
Talks
11:00 AM - 12:30 PM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

11:00 AM Calibrated and uncertain? Evaluating uncertainty estimates in binary classification models - Aurora Singstad Grefsrud (Western Norway University of Applied Sciences (NO))

11:30 AM Unsupervised Anomaly Detection in Multivariate Time Series Using Public Benchmarks and Synthetic Data from Lorenzetti - Laura Boggia (Centre National de la Recherche Scientifique (FR))

12:00 PM Bayesian continual learning and forgetting in neural networks - Kellian Cottart (Université Paris Saclay)
12:30 PM Lunch break
Lunch break
12:30 PM - 2:00 PM
Room: Amphithéâtre Claude Bloch (IPhT)
2:00 PM Deep Learning and Uncertainty Quantification: Keynote
Keynote
2:00 PM - 3:00 PM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

2:00 PM Uncertainty Quantification for Neural Networks in Particle Physics - Anja Butter (Centre National de la Recherche Scientifique (FR))
3:00 PM Coffee break
Coffee break
3:00 PM - 3:30 PM
Room: Amphithéâtre Claude Bloch (IPhT)
3:30 PM Deep Learning and Uncertainty Quantification: Talks
Talks
3:30 PM - 4:30 PM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

3:30 PM Uncertainty Quantification in an ML Pattern Recognition Pipeline - Lukas Péron

4:00 PM Uncertainty quantification for machine learning: a new approach for the Critical Heat Flux application - Michele Cazzola (CEA Paris-Saclay)
Thursday, September 18, 2025
9:00 AM Spotlight: Spotlight
Spotlight
9:00 AM - 10:00 AM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

9:00 AM Machine learning of biological sequences - Jorge Fernández de Cossío Díaz (CEA Paris-Saclay)
10:00 AM Coffee break
Coffee break
10:00 AM - 10:30 AM
Room: Amphithéâtre Claude Bloch (IPhT)
10:30 AM Spotlight: Talks
Talks
10:30 AM - 11:00 AM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

10:30 AM Interaction reconstruction in scintillator detectors for PET imaging - Deep Learning approach with uncertainty quantification - Geoffrey Daniel
11:00 AM Organisation: Summary
Summary
11:00 AM - 11:20 AM
Room: Amphithéâtre Claude Bloch (IPhT)
Contributions

11:00 AM Wrap Up - Riccardo Finotello (CEA Paris-Saclay) Claudius Krause (HEPHY Vienna (ÖAW)) Karolos Potamianos (University of Warwick (GB)) Shamik Ghosh (Centre National de la Recherche Scientifique (FR)) Marco Letizia Alessandra Cappati (Universite Catholique de Louvain (UCL) (BE))

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