The Road to Differentiable and Probabilistic Programming in Fundamental Physics
from
Monday, June 26, 2023 (8:00 AM)
to
Wednesday, June 28, 2023 (10:15 PM)
Monday, June 26, 2023
9:00 AM
Introduction - Topical Worksop Welcome
-
Lukas Heinrich
Introduction - Topical Worksop Welcome
Lukas Heinrich
9:00 AM - 9:15 AM
Room: Lecture Hall X5 1. 1.18ab
9:15 AM
Introduction to Algorithmic Differentiation
-
Andrea Walther
Introduction to Algorithmic Differentiation
Andrea Walther
9:15 AM - 10:00 AM
Room: Lecture Hall X5 1. 1.18ab
10:00 AM
Probabilistic Programming - The Computational Tool For Science?
-
Frank Wood
Probabilistic Programming - The Computational Tool For Science?
Frank Wood
10:00 AM - 10:45 AM
Room: Lecture Hall X5 1. 1.18ab
10:45 AM
Coffee Break
Coffee Break
10:45 AM - 11:15 AM
Room: Lecture Hall X5 1. 1.18ab
11:15 AM
Introduction to Probabilistic Programming in Physical Sciences
-
Torsten ensslin
(MPA)
Introduction to Probabilistic Programming in Physical Sciences
Torsten ensslin
(MPA)
11:15 AM - 12:00 PM
Room: Lecture Hall X5 1. 1.18ab
12:00 PM
Introduction to Differentiable Programming in Physical Sciences
-
Kazuhiro Terao
Introduction to Differentiable Programming in Physical Sciences
Kazuhiro Terao
12:00 PM - 12:45 PM
Room: Lecture Hall X5 1. 1.18ab
12:45 PM
Lunch Break
Lunch Break
12:45 PM - 2:00 PM
Room: Lecture Hall X5 1. 1.18ab
2:00 PM
Tool landscape and best practices in automatic differentiation
-
Jan Hueckelheim
Tool landscape and best practices in automatic differentiation
Jan Hueckelheim
2:00 PM - 2:45 PM
Room: Lecture Hall X5 1. 1.18ab
2:45 PM
Challenges and Opportunities in Astrophysics Software: Leveraging Differentiable Modeling for Cosmological Surveys
-
Jens Jasche
Challenges and Opportunities in Astrophysics Software: Leveraging Differentiable Modeling for Cosmological Surveys
Jens Jasche
2:45 PM - 3:30 PM
Room: Lecture Hall X5 1. 1.18ab
3:30 PM
Coffee Break
Coffee Break
3:30 PM - 4:00 PM
Room: Lecture Hall X5 1. 1.18ab
4:00 PM
Adoption and Scaling strategies for Big Science: Recent Application and Success Stories in HEP
-
Elizabeth Sexton-Kennedy
Adoption and Scaling strategies for Big Science: Recent Application and Success Stories in HEP
Elizabeth Sexton-Kennedy
4:00 PM - 4:45 PM
Room: Lecture Hall X5 1. 1.18ab
Tuesday, June 27, 2023
9:00 AM
Challenges and Opportunities in Differentiable Rendering at Scale
-
Tzu-Mao Li
Challenges and Opportunities in Differentiable Rendering at Scale
Tzu-Mao Li
9:00 AM - 9:45 AM
Room: Lecture Hall X5 1. 1.18ab
9:45 AM
Diffusion Models and Differentiable Simulations (mostly for Fluids)
-
Nils Thuerey
Diffusion Models and Differentiable Simulations (mostly for Fluids)
Nils Thuerey
9:45 AM - 10:30 AM
Room: Lecture Hall X5 1. 1.18ab
10:30 AM
Coffee Break
Coffee Break
10:30 AM - 11:00 AM
Room: Lecture Hall X5 1. 1.18ab
11:00 AM
Differentiable Multiscale Strong Lens Modeling
-
Aymeric Galan
Differentiable Multiscale Strong Lens Modeling
Aymeric Galan
11:00 AM - 11:35 AM
Room: Lecture Hall X5 1. 1.18ab
11:35 AM
Graphically Structure Diffusion Models for Science
-
Frank Wood
Graphically Structure Diffusion Models for Science
Frank Wood
11:35 AM - 12:15 PM
Room: Lecture Hall X5 1. 1.18ab
12:15 PM
Lunch Break
Lunch Break
12:15 PM - 1:30 PM
Room: Lecture Hall X5 1. 1.18ab
1:30 PM
Using Interactive Theorem Prover for Scientific Computing
-
Tomas Skrivan
Using Interactive Theorem Prover for Scientific Computing
Tomas Skrivan
1:30 PM - 2:00 PM
Room: Lecture Hall X5 1. 1.18ab
2:00 PM
Targeted simulation-based inference of dark matter substructures in strong gravitational lenses
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Noemi Anau Montel
Targeted simulation-based inference of dark matter substructures in strong gravitational lenses
Noemi Anau Montel
2:00 PM - 2:30 PM
Room: Lecture Hall X5 1. 1.18ab
2:30 PM
Coffee Break
Coffee Break
2:30 PM - 3:00 PM
Room: Lecture Hall X5 1. 1.18ab
3:00 PM
State of the art tools in PP and open research problems
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Maria Gorinova
State of the art tools in PP and open research problems
Maria Gorinova
3:00 PM - 3:30 PM
Room: Lecture Hall X5 1. 1.18ab
3:30 PM
The effort to support automatic differentiation (AD) in RooFit
-
Garima Singh
The effort to support automatic differentiation (AD) in RooFit
Garima Singh
3:30 PM - 4:00 PM
Room: Lecture Hall X5 1. 1.18ab
Wednesday, June 28, 2023
9:00 AM
Automatic Differentiation of Programs with Discrete Randomness
-
Gaurav Arya
Automatic Differentiation of Programs with Discrete Randomness
Gaurav Arya
9:00 AM - 9:45 AM
Room: Lecture Hall X5 1. 1.18ab
9:45 AM
NIFTy - Numerical information field theory
-
Philipp Frank
NIFTy - Numerical information field theory
Philipp Frank
9:45 AM - 10:15 AM
Room: Lecture Hall X5 1. 1.18ab
10:15 AM
Coffee Break
Coffee Break
10:15 AM - 10:45 AM
Room: Lecture Hall X5 1. 1.18ab
10:45 AM
Automatic Differentiation and Probabilistic Programming in Astrodynamics
-
Giacomo Acciarini
Automatic Differentiation and Probabilistic Programming in Astrodynamics
Giacomo Acciarini
10:45 AM - 11:15 AM
Room: Lecture Hall X5 1. 1.18ab
11:15 AM
Modeling the Cosmic Large Scale Structure with LEFTfield
-
Julia Stadler
Modeling the Cosmic Large Scale Structure with LEFTfield
Julia Stadler
11:15 AM - 11:45 AM
Room: Lecture Hall X5 1. 1.18ab
11:45 AM
Thank You & Closeout
Thank You & Closeout
11:45 AM - 12:00 PM
Room: Lecture Hall X5 1. 1.18ab
12:00 PM
Lunch Break
Lunch Break
12:00 PM - 1:30 PM
Room: Lecture Hall X5 1. 1.18ab