Date : 2025-05-20 => 2025-05-23
Lieu : APC, Université Paris Cité
Dear colleagues,
We are glad to announce the opening of the third edition of the workshop on Bayesian Deep Learning for Cosmology and Time Domain Astrophysics for registration. It will be held in Paris, France from May 20th to 23rd 2025.
The goal of this series of workshops is to bring together physicists and machine learning specialists to exchange recent results at the crossroads between cosmology, time-domain astrophysics and probabilistic machine learning frameworks to leverage uncertainties.
Reduced registration fees will be available for students, Please follow the indications on the registration website for grant applications.
The first day of the workshop will be structured as a school to introduce the Bayesian framework and probabilistic machine learning concepts. The rest of the workshop will alternate between keynote talks, topical presentations, interactive tutorials and poster sessions.
Call for contributions : open until May 1st
We welcome in particular contributions that target, or report on, the following non-exhaustive list of topics
• Applications of Bayesian Deep Learning in Cosmology and Time Domain Astrophysics
• Methodology for Model Uncertainty Quantification
• Anomaly and outlier detection
• Probabilistic ML frameworks and methodology
• Use of Bayesian deep learning outside of academia
• Ethical and environmental considerations of large-scale machine learning
Contributions do not necessarily need to be astrophysics-focused. Work on relevant ML methodology, or similar considerations in other scientific fields are welcome.
Confirmed keynote speakers and panelists :
Federica Bianco (remote), University of Delaware, LSST Rubin TVS collaboration
Alexandre Boucaud, APC
Samuel Farrens, Cosmostat AIM
François Lanusse, Cosmostat AIM
Konstantin Leyde, ICG Portsmouth
Anaïs Möller (remote), Swinburne University of Technology
Julien Peloton, IJCLab
Justine Zeghal, Université de Montréal, MILA
More information is available on the workshop website: https://astrodeep.net/workshop2025 and specific inquiries can be directed to workshop@astrodeep.net.
We look forward to welcoming you in Paris !
All the best,
The organizing committee
Eric Aubourg (CEA) – Alexandre Boucaud (CNRS) — Eric Chassande-Mottin (CNRS) —
François Lanusse (CNRS) – Cyrille Rosset (CNRS) — Cécile Roucelle (Université Paris Cité)
Notre site web : www.madics.fr
Suivez-nous sur Tweeter : @GDR_MADICS
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