Workshop : Machine learning enabled searches for new physics in astrophysical data

from Monday 3 April 2023 (09:00) to Friday 7 April 2023 (12:00)
IFPU Focus Week

        : Sessions
    /     : Talks
        : Breaks
3 Apr 2023
4 Apr 2023
5 Apr 2023
6 Apr 2023
7 Apr 2023
AM
10:00 Welcome to IFPU Focus Program - Piero Ullio   ()
10:15 Machine Learning applications in Gravitational Wave research - Elena Cuoco   ()
11:15 Time dependent data analysis (and possible applications on astrophysical data) - Efstratios Gavves   ()
10:00 N-body simulations, focusing on small scale clustering of dark matter and open problems - Giulia Despali   ()
11:00 Graph Networks and Transformers - Savannah J. Thais   ()
10:00 Vera Rubin data and ways to test the small scale clustering of dark matter - Sebastian Matthias Wagner-Carena   ()
11:00 Computer vision: Robust semantic segmentation with limited supervision - Christos Sakaridis   ()
10:00 NRE for astrophysics and cosmology - Christoph Weniger   ()
11:00 NRE for cosmology - Kosio Karchev   ()
11:30 Discussion: science applications of SWIFT   ()
10:00 Wrap up - outcome of the meeting (future collaborations, brainstorming, ML in astro in EU)   ()
PM
13:45 Accelereting gravitational waveform generation with machine learning - Matteo Breschi   ()
14:00 Discussion on GWs and ML technique (lead: Enrico Barausse and Roberto Trotta)   ()
14:00 Discussion on Graph Networks/Transformers and science applications (lead: Roberto Ruiz Astro)   ()
15:30 Discussion on large language models in astro/hep (lead: Sascha Caron)   ()
13:45 Gamma ray Galactic center excess: point sources vs. extended emission - Florian List   ()
14:00 Computer vision and point source detection in optical data - Fiorenzo Stoppa   ()
14:15 Computer vision and point source detection in gamma-ray data - Suvo Bhattacharyya   ()
14:30 Discussion on small scale distribution of DM and point sources + computer vision (lead: Matteo Viel and Gabrijela Zaharijas)   ()
14:00 Discussion: graphs and transformers in astro (lead: Sascha Caron)   ()
15:00 Machine Learning applications to Astrophysics and Cosmology - Shirley Ho   ()