PHYSTAT-SBI 2024 - Simulation Based Inference in Fundamental Physics
from
Wednesday 15 May 2024 (09:00)
to
Friday 17 May 2024 (18:40)
Monday 13 May 2024
Tuesday 14 May 2024
Wednesday 15 May 2024
09:00
Breakfast Coffee & Arrival
Breakfast Coffee & Arrival
09:00 - 09:30
09:30
Welcome & Intro
-
Lukas Alexander Heinrich
(
Technische Universitat Munchen (DE)
)
Welcome & Intro
Lukas Alexander Heinrich
(
Technische Universitat Munchen (DE)
)
09:30 - 10:00
10:00
The frontiers of simulation-based inference (Part 1)
-
Gilles Louppe
The frontiers of simulation-based inference (Part 1)
Gilles Louppe
10:00 - 11:00
11:00
The frontiers of simulation-based inference (Part 2)
-
Kyle Stuart Cranmer
(
University of Wisconsin Madison (US)
)
The frontiers of simulation-based inference (Part 2)
Kyle Stuart Cranmer
(
University of Wisconsin Madison (US)
)
11:00 - 12:00
14:00
A Statistical Perspective on SBI
-
Paul Bürkner
A Statistical Perspective on SBI
Paul Bürkner
14:00 - 15:00
15:00
The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology
-
Juan L. Gamella
The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology
Juan L. Gamella
15:00 - 15:30
15:30
Coffee Break
Coffee Break
15:30 - 16:00
16:00
Diagnostics in SBI
-
Julia Linhart
Diagnostics in SBI
Julia Linhart
16:00 - 17:00
17:00
Simulation-based Inference in Astrophysics
-
Francesca Capel
(
Max Planck Institute for Physics
)
Simulation-based Inference in Astrophysics
Francesca Capel
(
Max Planck Institute for Physics
)
17:00 - 18:00
19:30
Beergarden
Beergarden
19:30 - 21:30
Thursday 16 May 2024
09:00
SBI in HEP Meets Reality
-
Alexander Held
(
University of Wisconsin Madison (US)
)
SBI in HEP Meets Reality
Alexander Held
(
University of Wisconsin Madison (US)
)
09:00 - 10:00
10:00
Practical SBI for Measurements at the LHC
-
Jay Ajitbhai Sandesara
(
University of Massachusetts (US)
)
Practical SBI for Measurements at the LHC
Jay Ajitbhai Sandesara
(
University of Massachusetts (US)
)
10:00 - 10:30
10:30
Coffee Break
Coffee Break
10:30 - 11:00
11:00
Precision systematics for unbinned hypothesis tests
-
Robert Schoefbeck
(
Austrian Academy of Sciences (AT)
)
Precision systematics for unbinned hypothesis tests
Robert Schoefbeck
(
Austrian Academy of Sciences (AT)
)
11:00 - 11:30
11:30
Dataset-wide inference in the presence of systematic uncertainties
-
Philipp Windischhofer
(
University of Chicago (US)
)
Dataset-wide inference in the presence of systematic uncertainties
Philipp Windischhofer
(
University of Chicago (US)
)
11:30 - 12:00
14:00
SBI Cosmo
-
Laurence Perreault Levasseur
SBI Cosmo
Laurence Perreault Levasseur
14:00 - 15:00
15:00
Robust Bayesian Inference for Simulator-based Models
-
Harita Dellaporta
Robust Bayesian Inference for Simulator-based Models
Harita Dellaporta
15:00 - 15:30
15:30
Coffee Break
Coffee Break
15:30 - 16:00
16:00
Model Misspecification and SBI
-
Antoine Wehenkel
Model Misspecification and SBI
Antoine Wehenkel
16:00 - 17:00
17:00
Goodness-of-Fit in SBI
-
Noemi Anau Montel
Goodness-of-Fit in SBI
Noemi Anau Montel
17:00 - 17:30
17:30
PolySwyft: a sequential simulation-based nested sampler
-
Will Handley
PolySwyft: a sequential simulation-based nested sampler
Will Handley
17:30 - 18:00
18:00
Poster Session
Poster Session
18:00 - 19:00
Friday 17 May 2024
09:00
Enabling ML Techniques for SBI I
-
Jakub Tomczak
Enabling ML Techniques for SBI I
Jakub Tomczak
09:00 - 10:00
10:00
Sourcerer: Sample-based Maximum Entropy Source Distribution Estimation
-
Guy Moss
Sourcerer: Sample-based Maximum Entropy Source Distribution Estimation
Guy Moss
10:00 - 10:30
10:30
Coffee
Coffee
10:30 - 11:00
11:00
SBI Tools
-
Christoph Weniger
SBI Tools
Christoph Weniger
11:00 - 12:00
14:00
Frequentist Topics in SBI
-
Ann Lee
(
Carnegie Mellon University
)
Frequentist Topics in SBI
Ann Lee
(
Carnegie Mellon University
)
14:00 - 15:00
15:00
Classification under Nuisance Parameters and Generalized Label Shift in Likelihood-Free Inference
-
Luca Masserano
Classification under Nuisance Parameters and Generalized Label Shift in Likelihood-Free Inference
Luca Masserano
15:00 - 15:30
15:30
Neural Simulation-Based Inference of the Neutron Star Equation of State directly from Telescope Spectra
-
Len Brandes
(
Technical University of Munich
)
Neural Simulation-Based Inference of the Neutron Star Equation of State directly from Telescope Spectra
Len Brandes
(
Technical University of Munich
)
15:30 - 16:00
16:00
Coffee Break
Coffee Break
16:00 - 16:30
16:30
Physics Impressions
-
Aishik Ghosh
(
University of California Irvine (US)
)
Physics Impressions
Aishik Ghosh
(
University of California Irvine (US)
)
16:30 - 17:00
17:00
Stats/ML Impressions
-
Mikael Kuusela
(
Carnegie Mellon University (US)
)
Stats/ML Impressions
Mikael Kuusela
(
Carnegie Mellon University (US)
)
17:00 - 17:30
17:30
Closeout
-
Lukas Alexander Heinrich
(
Technische Universitat Munchen (DE)
)
Closeout
Lukas Alexander Heinrich
(
Technische Universitat Munchen (DE)
)
17:30 - 18:00