Atelier Général du PNCG: Machine Learning for the study of galaxies and cosmology (see conference website)
Astrophysics | 09/06/2021 | Organized by Arnaud Siebert | See recordings
The size of modern datasets (acquired or produced by numerical simulations), is a BigData challenge. The PNCG community has developed ML methods, applied to cosmology, galaxy populations and other purposes. Our goal is to gather interested people to discuss recent results and share expertise.
Johan Richard (Attendance only) > Attendance Only
Quentin Kral (Attendance only) > Attendance Only
Arnaud Siebert (Organizer,Attendance only) > Attendance Only
Kevin Baillié (Attendance only) > Attendance Only
Musfar Muhamed Kozhikkal (Attendance only) > Attendance Only
Mamadou N'Diaye (Attendance only) > Attendance Only
Olivia Venot (Attendance only) > Attendance Only
Yohan Dubois (Program committee member,Attendance only) > Attendance only
Rémi Cabanac (Attendance only) > Attendance Only
Benoit Famaey (Program committee member,Attendance only) > Attendance only
Annie Robin (Attendance only) > Attendance Only
Raphael Gavazzi (Attendance only) > Attendance Only
Eric Jullo (Attendance only) > Attendance Only
Martin KILBINGER (Attendance only) > Attendance Only
Lucie Leboulleux (Attendance only) > Attendance Only
Pier-Francesco Rocci (Attendance only) > Attendance Only
Maxime Trebitsch (Attendance only) > Attendance only
Lucas Chollet (Attendance only) > Attendance Only
Lucie Khlat (Attendance only) > Attendance Only
Olivier Le Contel (Attendance only) > Attendance Only
Jean Ballet (Attendance only) > Attendance Only
Mohamad Ali-Dib (Attendance only) > Attendance Only
Simon GAZAGNES (Attendance only) > Attendance Only
Matthieu Bethermin (Attendance only) > Attendance Only
Jorge Andrés Villa Vélez (Attendance only) > Attendance Only
Caroline Bot (Attendance only) > Attendance Only
Patrick de Laverny (Attendance only) > Attendance Only
Adélaïde Claeyssens (Attendance only) > Attendance Only
Meriam Ezziati (Attendance only) > Your title
Franco Mallia (Attendance only) > Attendance Only
Vanessa Hill (Attendance only) > Attendance Only
PIERRE GUILLARD (Attendance only) > Attendance Only
Benjamin Thomasson (Attendance only) > Attendance Only
Denis Burgarella (Attendance only) > Attendance Only
Ivanna Langan (Attendance only) > Attendance Only
Adelie Gorce (Attendance only) > Attendance Only
David Cornu (Attendance only) > Your title
Ezequiel Gonzalez (Attendance only) > Attendance Only
François Bouchet (Attendance only) > Attendance Only
Jonathan Freundlich (Attendance only) > Attendance Only
Julien Dubois (Poster) > Unsupervised classification of CIGALE galaxy spectra
Stephanie Escoffier (Attendance only) > Attendance Only
Wim van Driel (Attendance only) > Attendance Only
Rashi Jain (Attendance only) > Attendance Only
Nicole Nesvadba (Attendance only) > Attendance Only
Jérémy Fensch (Attendance only) > Attendance Only
Ariane Lançon (Attendance only) > Attendance Only
Luca Bucciantini (Attendance only) > Attendance Only
Vianney Lebouteiller (Attendance only) > Attendance Only
Vincent Boulenger (Attendance only) > Attendance Only
Pierre-Alain Duc (Attendance only) > Attendance Only
Helene Sol (Attendance only) > Attendance Only
Jean-Marc PETIT (Attendance only) > Attendance Only
Fabrice Lamareille (Attendance only) > Attendance Only
Florian Pacaud (Attendance only) > Attendance only
Florent Mertens (Attendance only) > Attendance Only
Stefania Amodeo (Attendance only) > Attendance Only
Lorenzo Posti (Attendance only) > Attendance Only
Hakim Atek (Attendance only) > Attendance Only
Guilhem Lavaux (Talk) > Bayesian inference of large scale structure surveys assisted by Deep learning emulators
Sandrine Codis (Attendance only) > Attendance Only
Iñigo Saez Casares (Attendance only) > Attendance Only
Jean Tedros (Attendance only) > Attendance Only
Simona Mei (Attendance only) > Attendance Only
Theo Pellegrin (Attendance only) > Attendance Only
Dominique Aubert (Attendance only) > Attendance Only
Romain Lhoussaine (Attendance only) > Attendance only
Nicolas Gillet (Attendance only) > Attendance Only
Philippe Salome (Program committee member,Attendance only) > Attendance Only
Quentin Petit (Poster) > Machine learning for gravitational lenses search in all-sky surveys
Jenny Sorce (Attendance only) > Your title
Mamta Pommier (Attendance only) > Attendance only
William Chantereau (Attendance only) > Attendance only
Mireille Louys (Attendance only) > Attendance Only
Thierry Dudok de Wit (Attendance only) > Attendance Only
Lidia Tasca (Attendance only) > Attendance Only
Etienne Pointecouteau (Attendance only) > Attendance Only
Romain Artigue (Attendance only) > Attendance Only
Chiara Ferrari (Attendance only) > Attendance Only
Nicolas Clerc (Attendance only) > Attendance Only
Georges Kordopatis (Attendance only) > Attendance Only
Matthieu Le Lain (Attendance only) > Attendance Only
Chotipan Boonkongkird (Attendance only) > Attendance only
Didier CUMENAL (Attendance only) > Attendance Only
Corentin Cadiou (Attendance only) > Attendance Only
Rashi Jain (Attendance only) > Attendance Only
Raphaël Peralta (Attendance only) > Attendance Only
Mathias Schultheis (Attendance only) > Attendance Only
Jean-Gabriel Cuby (Attendance only) > Attendance Only
Clotilde Busschaert (Attendance only) > Attendance Only
Johann COHEN-TANUGI (Attendance only) > Attendance Only
Florent Castellani (Attendance only) > Attendance Only
Stephane Arnouts (Attendance only) > Attendance Only
Grazyna Stasinska (Attendance only) > Attendance Only
Amélie Gressier (Attendance only) > Attendance Only
Aymeric Spiga (Attendance only) > Attendance Only
Jacques Vetois (Attendance only) > Attendance Only
Nicole Feautrier (Attendance only) > Attendance only
Tatyana Sadibekova (Attendance only) > Attendance Only
Valeria Pettorino (Program committee member,Attendance only) > Attendance Only
Herve Dole (Attendance only) > Attendance Only
Marian Douspis (Talk) > Machine learning in small scale CMB analysis
Lise Ramambason (Attendance only) > Attendance Only
Albert Bosma (Attendance only) > Attendance Only
Guilaine Lagache (Attendance only) > Attendance Only
Roser Pello (Attendance only) > Attendance Only
isabelle joncour (Attendance only) > Attendance Only
Vincent Hocdé (Attendance only) > Attendance Only
Isabelle VAUGLIN (Attendance only) > Attendance Only
Benoît Noyelles (Attendance only) > Attendance Only
Doogesh Kodi Ramanah (Attendance only) > Attendance Only
Alexandre Barthelemy (Attendance only) > Attendance Only
Remy Koskas (Poster) > Classification of cosmological models using Machine Learning Techniques, how and why does that work ?
eric Barrey (Attendance only) > Attendance Only
Anaelle Halle (Attendance only) > Attendance Only
Timothé Roland (Attendance only) > Attendance Only
Marko Shuntov (Attendance only) > Attendance Only
Nahuel Cabral (Attendance only) > Attendance Only
TIMEA CSENGERI (Attendance only) > Attendance Only
François Levrier (Attendance only) > Attendance Only
Pietro Dazzi (Attendance only) > Attendance Only
Paola Di Matteo (Attendance only) > Attendance Only
Alejandra Recio-Blanco (Attendance only) > Attendance Only
Pierre Kervella (Attendance only) > Attendance Only
Hervé Aussel (Attendance only) > Attendance Only
Nicolas Bouche (Attendance only) > Star-forming galaxies at z=1 with high dark-matter fractions and core dark-matter profiles
karim haroun (Attendance only) > Attendance only
Christophe Morisset (Poster) > Utilisation de Machine Learning pour l'etude du milieu interstellaire
Marion Farcy (Attendance only) > Attendance only
Marion Farcy (Attendance only) > Attendance only
Laure Ciesla (Invited Talk) > Recovering galaxies' star formation history using machine learning
Nadège Lagarde (Attendance only) > Attendance Only
Nabila Aghanim (Talk) > Machine learning for the detection of Sunyaev-Zel'dovich (N. Aghanim, V. Bonjean, M. Douspis, G. Hurier, X. Jimenez)
Raoul Canameras (Talk) > Identifying strong gravitational lenses in current and future large-scale imaging surveys
Corinne Charbonnel (Attendance only) > Attendance Only
Aurélien Decelle (Talk) > Encoding large scale cosmological structure with Generative Adversarial Networks
Rodrigo Ibata (Talk) > Learning the dynamics of galaxies
Anne-Charlotte Perlbarg (Attendance only) > Attendance Only
Maxime Rey (Attendance only) > Attendance Only
Sophie Maurogordato (Attendance only) > Attendance only
Denise Lanzieri (Talk) > Automatically Differentiable Physics for Maximizing the Information Gain of Cosmological Surveys
Amaël Ellien (Attendance only) > Attendance Only
Francoise Combes (Attendance only) > Attendance Only
Amandine Le Brun (Attendance only) > Attendance Only
Tony Bonnaire (Poster) > The principal graph of the Cosmic Web
Alexandre Jeanneau (Attendance only) > Attendance only
David ROMEUF (Attendance only) > Attendance Only
Ana Acebron (Attendance only) > Attendance Only
Valentina Abril Melgarejo (Attendance only) > Attendance Only
Anne-Laure Melchior (Attendance only) > Attendance Only
Dangning Hu (Attendance only) > Attendance Only
Samuel Farrens (Attendance only) > Attendance only
Benjamin Schneider (Attendance only) > Attendance Only
Matthieu Tristram (Attendance only) > Attendance Only
Marc Huertas-Company (Invited Talk) > Deep Learning to study galaxy formation
Guillaume Thomas (Poster) > Measuring precise distances with Machine Learning methods
Barbara Mazzilli Ciraulo (Attendance only) > Attendance Only
Thiebaut Schirmer (Attendance only) > Attendance Only
Mathieu Van der Swaelmen (Attendance only) > Attendance Only
Clotilde Laigle (Poster) > Estimating galaxy properties from colours with the self-organizing maps: Forecasts for future imaging surveys with the Horizon-AGN Virtual Observatory
Benjamin Remy (Poster) > Probabilistic Mapping of Dark Matter by Neural Score Matching
Simon Conseil (Attendance only) > Attendance Only
Selma Benseguane (Attendance only) > Attendance Only
Stephane Charlot (Attendance only) > Attendance Only
Joaquín Álvaro (Attendance only) > Attendance Only
Floriane Leclercq (Attendance only) > Attendance Only
Julien Malzac (Attendance only) > Attendance Only
Marie Treyer (Invited Talk) > CNN photometric redshifts to z~6
Jean-Noël TERRY (Attendance only) > Attendance Only
Jonathan Chardin (Attendance only) > Predicting Images for the Dynamics Of stellar Clusters(π-DOC): a deep learning framework to predict mass,distance and age of globular clusters.
Jonathan Chardin (Attendance only) > Predicting Images for the Dynamics Of stellar Clusters(π-DOC): a deep learning framework to predict mass,distance and age of globular clusters.
Clotilde Laigle (Attendance only) > Attendance Only
Emille Ishida (Invited Talk) > RESSPECT: A recommendation system for spectroscopic follow-up allocation
Francois Lanusse (Invited Talk) > Merging Deep Learning and Physical Models for the Analysis of Cosmological Surveys
Matthew Pieri (Attendance only) > Attendance only
Thierry Contini (Attendance only) > Attendance Only
Hugo Pfister (Poster) > Real galaxy mergers from galaxy pairs
Misha Haywood (Attendance only) > Attendance Only
Leo Michel-Dansac (Attendance only) > Attendance Only
Eric Lagadec (Attendance only) > Attendance Only
Samuel Boissier (Program committee member,Attendance only) > Attendance only
Axel Guinot (Attendance only) > Attendance Only
Emmanuel Nezri (Attendance only) > Attendance Only
Xavier Jimenez (Talk) > Photometric redshifts for UNIONS
André ZAMORANO VITORELLI (Poster) > Deep Learning for Blended Source Identification
Emilie Thelie (Attendance only) > Attendance Only
Emma Aycoberry (Attendance only) > Attendance Only
Grégoire Aufort (Poster) > Deep-Cigale : rethinking Bayesian SED fitting
Posters: Yes | Recording: Yes | Proceedings: No | Number of participants: 100-300 people