Name: IN2P3/IRFU Machine Learning workshop
Start: 2022-09-26T09:00:00+02:00
End: 2022-09-28T17:00:00+02:00
Location: APC, Paris

IN2P3/IRFU Machine Learning workshop

from Monday, September 26, 2022 (9:00 AM) to Wednesday, September 28, 2022 (5:00 PM)

Monday, September 26, 2022
10:30 AM Monday morning
10:30 AM - 12:30 PM
Room: Amphithéatre Pierre Gilles de Gennes (sous-sol)
Contributions

11:00 AM Introduction - Alexandre Boucaud (APC / IN2P3) David Rousseau (IJCLab, CNRS/IN2P3, Université Paris-Saclay) Valérie Gautard (CEA-Irfu)

11:20 AM Round table

11:40 AM Boosting event generation and inference with new machine learning methods - Anja Butter (ITP U Heidelberg/LPNHE)
2:00 PM Monday afternoon
2:00 PM - 6:00 PM
Room: Amphithéatre Pierre Gilles de Gennes (sous-sol)
Contributions

2:00 PM Maximum-A-posteriori estimate with Deep generative NEtworks for Source Separation (MADNESS) - Biswajit Biswas (APC)

2:20 PM Classification of astrophysical image time series using convolutional attention - Anass BAIROUK Dominique Fouchez (CPPM)

2:40 PM Convolutional neural networks demultiplexing in large Micromegas detectors for muography purposes - Baptiste Lefevre (CEA/DRF/IRFU/DPhP)

3:00 PM Machine Learning Algorithms for the Gamma Conversion Reconstruction in the ClearMind Project - Chi-Hsun Sung (IRFU)

3:50 PM M4CAST : an emerging national collaborative effort for IA applications to accelerators physics and technologies - Adnan Ghribi ({CNRS}UPR3266)

4:10 PM Echo State Networks for Dynamic Aperture prediction - Barbara Dalena (IRFU)

4:30 PM LinacNet: a new architecture for linear accelerator surrogate model - Emmanuel GOUTIERRE ({CNRS}UMR9012)

4:50 PM Hackathon to fill in IN2P3 ML web site
Tuesday, September 27, 2022
9:00 AM Tuesday morning
9:00 AM - 12:30 PM
Room: Amphithéatre Pierre Gilles de Gennes (sous-sol)
Contributions

9:00 AM An EIM-based compression-extrapolation tool for efficient treatment of homogenized cross-section data - Olivier Truffinet

9:20 AM Calibration and evaluation of an unsupervised machine learning algorithm for β+ imaging using an intracerebral micro probe - Samir El ketara (IJCLab, Université Paris-Saclay)

9:40 AM Classification of Brain tumour tissues in Human Patients using Machine Learning - Françoise BOUVET (IJCLab)

10:00 AM Optimized Reconstruction of the Position of Interaction in High-Performances γ-Cameras - Théo Bossis (IJCLab/CNRS)

10:50 AM Dealing with uncertainties in Machine Learning - Geoffrey Daniel (CEA/DES/ISAS/DM2S/STMF/LGLS)

11:40 AM Scope of IN2P3 ML project - Alexandre Boucaud (APC / IN2P3) David Rousseau (IJCLab, CNRS/IN2P3, Université Paris-Saclay)
2:00 PM Tuesday afternoon
2:00 PM - 6:00 PM
Room: Amphithéatre Pierre Gilles de Gennes (sous-sol)
Contributions

2:00 PM AISSAI semestre IN2P3 - Jalal Fadili (CNRS/INS2I)

2:20 PM IN2P3 School of Statistics - Yann Coadou (CPPM, Aix-Marseille Université, CNRS/IN2P3)

2:40 PM Enhanced GNN models for track reconstruction with ATLAS ITk - Sylvain Caillou (L2I Toulouse, CNRS/IN2P3)

3:00 PM Reconstruction of electromagnetic showers in calorimeters using Deep Learning - Polina Simkina (CEA-Saclay)

3:20 PM Missing data reconstruction using ML techniques in the gaseous TPC PandaX-III experiment - Andrii Lobasenko (CEA-Saclay/IRFU/DPhN)

4:10 PM GNN for hadronic flow calibration in ATLAS - Ana Paula Pereira Peixoto (Laboratoire de Physique Subatomique et de Cosmologie de Grenoble (LPSC/CNRS))

4:30 PM Multiview Symbolic Regression - Etienne Russeil (Université Clermont Auvergne, LPC, Clermont Ferrand, France)

4:50 PM Multi-objective optimization for the CMS High Granularity Calorimeter Level 1 trigger - Alexandre Hakimi (LLR, école polytechnique/CNRS)

5:10 PM European Open Science Cloud : open science, open data - Volker Beckmann (MESR / DGRI / SSRI / A7)
7:00 PM Reception at BACCAE
Reception at BACCAE
7:00 PM - 10:00 PM
Room: Amphithéatre Pierre Gilles de Gennes (sous-sol)
Wednesday, September 28, 2022
9:00 AM Wed morning
9:00 AM - 12:30 PM
Room: Amphithéatre Pierre Gilles de Gennes (sous-sol)
Contributions

9:00 AM Deep learning for slit-less Spectroscopic Redshift survey Simulator (DISPERS) - Julien Zoubian (Aix Marseille Univ, CNRS/IN2P3, CPPM, Marseille, France)

9:20 AM Deep Learning Applied to Cherenkov Telescope Array Images - Michaël Dell'aiera (LAPP, CNRS)

9:40 AM Data/MC adaptation with adversarial training in KM3NeT - Joao Coelho (APC / CNRS)

10:00 AM The ELAsTiCC data challenge: preparing the Fink broker for LSST - Emille Ishida (CNRS/LPC-Clermont)

10:50 AM Neural Posterior Estimation with Differentiable Simulators - Justine Zeghal (APC)

11:10 AM Auto-tuning of the material mapping with the ACTS track reconstruction suite - Corentin Allaire (IJCLab)

11:30 AM A reminder of some events : JI 2022 & DL Training - Françoise BOUVET (IJCLab)

11:35 AM Round table on emerging topic
2:00 PM Wed afternoon
2:00 PM - 5:00 PM
Room: Amphithéatre Pierre Gilles de Gennes (sous-sol)
Contributions

2:00 PM B decays reconstruction at Belle II using graph neural networks - Jacopo Cerasoli (CNRS - IPHC)

2:20 PM A new method for the data driven estimation of background using GAN - Victor Lohezic (IRFU (CEA) / Université Paris-Saclay)

2:40 PM Gamma-ray spectrometry of fission fragments: ML analysis of multi-dimensional spectra - Mattéo Ballu

3:00 PM AISSAI IN2P3 Machine Learning semester brain storm

3:30 PM Wrap-up and Farewell - Alexandre Boucaud (APC / IN2P3) David Rousseau (IJCLab, CNRS/IN2P3, Université Paris-Saclay) Valérie Gautard (CEA-Irfu)

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