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)
Monday 3 April 2023
10:00
Welcome to IFPU Focus Program
-
Piero Ullio
Welcome to IFPU Focus Program
Piero Ullio
10:00 - 10:15
10:15
Machine Learning applications in Gravitational Wave research
-
Elena Cuoco
Machine Learning applications in Gravitational Wave research
Elena Cuoco
10:15 - 11:15
11:15
Time dependent data analysis (and possible applications on astrophysical data)
-
Efstratios Gavves
Time dependent data analysis (and possible applications on astrophysical data)
Efstratios Gavves
11:15 - 12:15
13:45
Accelereting gravitational waveform generation with machine learning
-
Matteo Breschi
Accelereting gravitational waveform generation with machine learning
Matteo Breschi
13:45 - 14:00
14:00
Discussion on GWs and ML technique (lead: Enrico Barausse and Roberto Trotta)
Discussion on GWs and ML technique (lead: Enrico Barausse and Roberto Trotta)
14:00 - 15:00
Tuesday 4 April 2023
10:00
N-body simulations, focusing on small scale clustering of dark matter and open problems
-
Giulia Despali
N-body simulations, focusing on small scale clustering of dark matter and open problems
Giulia Despali
10:00 - 11:00
11:00
Graph Networks and Transformers
-
Savannah J. Thais
Graph Networks and Transformers
Savannah J. Thais
11:00 - 12:00
14:00
Discussion on Graph Networks/Transformers and science applications (lead: Roberto Ruiz Astro)
Discussion on Graph Networks/Transformers and science applications (lead: Roberto Ruiz Astro)
14:00 - 15:00
15:30
Discussion on large language models in astro/hep (lead: Sascha Caron)
Discussion on large language models in astro/hep (lead: Sascha Caron)
15:30 - 16:30
Wednesday 5 April 2023
10:00
Vera Rubin data and ways to test the small scale clustering of dark matter
-
Sebastian Matthias Wagner-Carena
Vera Rubin data and ways to test the small scale clustering of dark matter
Sebastian Matthias Wagner-Carena
10:00 - 11:00
11:00
Computer vision: Robust semantic segmentation with limited supervision
-
Christos Sakaridis
Computer vision: Robust semantic segmentation with limited supervision
Christos Sakaridis
11:00 - 12:00
13:45
Gamma ray Galactic center excess: point sources vs. extended emission
-
Florian List
Gamma ray Galactic center excess: point sources vs. extended emission
Florian List
13:45 - 14:00
14:00
Computer vision and point source detection in optical data
-
Fiorenzo Stoppa
Computer vision and point source detection in optical data
Fiorenzo Stoppa
14:00 - 14:15
14:15
Computer vision and point source detection in gamma-ray data
-
Suvo Bhattacharyya
Computer vision and point source detection in gamma-ray data
Suvo Bhattacharyya
14:15 - 14:30
14:30
Discussion on small scale distribution of DM and point sources + computer vision (lead: Matteo Viel and Gabrijela Zaharijas)
Discussion on small scale distribution of DM and point sources + computer vision (lead: Matteo Viel and Gabrijela Zaharijas)
14:30 - 15:30
Thursday 6 April 2023
10:00
NRE for astrophysics and cosmology
-
Christoph Weniger
NRE for astrophysics and cosmology
Christoph Weniger
10:00 - 11:00
11:00
NRE for cosmology
-
Kosio Karchev
NRE for cosmology
Kosio Karchev
11:00 - 11:15
11:30
Discussion: science applications of SWIFT
Discussion: science applications of SWIFT
11:30 - 12:30
14:00
Discussion: graphs and transformers in astro (lead: Sascha Caron)
Discussion: graphs and transformers in astro (lead: Sascha Caron)
14:00 - 14:45
15:00
Machine Learning applications to Astrophysics and Cosmology
-
Shirley Ho
Machine Learning applications to Astrophysics and Cosmology
Shirley Ho
15:00 - 16:00
Friday 7 April 2023
10:00
Wrap up - outcome of the meeting (future collaborations, brainstorming, ML in astro in EU)
Wrap up - outcome of the meeting (future collaborations, brainstorming, ML in astro in EU)
10:00 - 12:00