Name: The Road to Differentiable and Probabilistic Programming in Fundamental Physics
Start: 2023-06-26T08:00:00+02:00
End: 2023-06-28T22:15:00+02:00
Location: Max Planck Institute for Extraterrestrial Physics

The Road to Differentiable and Probabilistic Programming in Fundamental Physics

from Monday, 26 June 2023 (08:00) to Wednesday, 28 June 2023 (22:15)

Monday, 26 June 2023
09:00 Introduction - Topical Worksop Welcome - Lukas Heinrich
Introduction - Topical Worksop Welcome
- Lukas Heinrich
09:00 - 09:15
Room: Lecture Hall X5 1. 1.18ab
09:15 Introduction to Algorithmic Differentiation - Andrea Walther
Introduction to Algorithmic Differentiation
- Andrea Walther
09:15 - 10:00
Room: Lecture Hall X5 1. 1.18ab
10:00 Probabilistic Programming - The Computational Tool For Science? - Frank Wood
Probabilistic Programming - The Computational Tool For Science?
- Frank Wood
10:00 - 10:45
Room: Lecture Hall X5 1. 1.18ab
10:45 Coffee Break
Coffee Break
10:45 - 11:15
Room: Lecture Hall X5 1. 1.18ab
11:15 Introduction to Probabilistic Programming in Physical Sciences - Torsten ensslin (MPA)
Introduction to Probabilistic Programming in Physical Sciences
- Torsten ensslin (MPA)
11:15 - 12:00
Room: Lecture Hall X5 1. 1.18ab
12:00 Introduction to Differentiable Programming in Physical Sciences - Kazuhiro Terao
Introduction to Differentiable Programming in Physical Sciences
- Kazuhiro Terao
12:00 - 12:45
Room: Lecture Hall X5 1. 1.18ab
12:45 Lunch Break
Lunch Break
12:45 - 14:00
Room: Lecture Hall X5 1. 1.18ab
14:00 Tool landscape and best practices in automatic differentiation - Jan Hueckelheim
Tool landscape and best practices in automatic differentiation
- Jan Hueckelheim
14:00 - 14:45
Room: Lecture Hall X5 1. 1.18ab
14:45 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
14:45 - 15:30
Room: Lecture Hall X5 1. 1.18ab
15:30 Coffee Break
Coffee Break
15:30 - 16:00
Room: Lecture Hall X5 1. 1.18ab
16:00 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
16:00 - 16:45
Room: Lecture Hall X5 1. 1.18ab
Tuesday, 27 June 2023
09:00 Challenges and Opportunities in Differentiable Rendering at Scale - Tzu-Mao Li
Challenges and Opportunities in Differentiable Rendering at Scale
- Tzu-Mao Li
09:00 - 09:45
Room: Lecture Hall X5 1. 1.18ab
09:45 Diffusion Models and Differentiable Simulations (mostly for Fluids) - Nils Thuerey
Diffusion Models and Differentiable Simulations (mostly for Fluids)
- Nils Thuerey
09:45 - 10:30
Room: Lecture Hall X5 1. 1.18ab
10:30 Coffee Break
Coffee Break
10:30 - 11:00
Room: Lecture Hall X5 1. 1.18ab
11:00 Differentiable Multiscale Strong Lens Modeling - Aymeric Galan
Differentiable Multiscale Strong Lens Modeling
- Aymeric Galan
11:00 - 11:35
Room: Lecture Hall X5 1. 1.18ab
11:35 Graphically Structure Diffusion Models for Science - Frank Wood
Graphically Structure Diffusion Models for Science
- Frank Wood
11:35 - 12:15
Room: Lecture Hall X5 1. 1.18ab
12:15 Lunch Break
Lunch Break
12:15 - 13:30
Room: Lecture Hall X5 1. 1.18ab
13:30 Using Interactive Theorem Prover for Scientific Computing - Tomas Skrivan
Using Interactive Theorem Prover for Scientific Computing
- Tomas Skrivan
13:30 - 14:00
Room: Lecture Hall X5 1. 1.18ab
14:00 Targeted simulation-based inference of dark matter substructures in strong gravitational lenses - Noemi Anau Montel
Targeted simulation-based inference of dark matter substructures in strong gravitational lenses
- Noemi Anau Montel
14:00 - 14:30
Room: Lecture Hall X5 1. 1.18ab
14:30 Coffee Break
Coffee Break
14:30 - 15:00
Room: Lecture Hall X5 1. 1.18ab
15:00 State of the art tools in PP and open research problems - Maria Gorinova
State of the art tools in PP and open research problems
- Maria Gorinova
15:00 - 15:30
Room: Lecture Hall X5 1. 1.18ab
15:30 The effort to support automatic differentiation (AD) in RooFit - Garima Singh
The effort to support automatic differentiation (AD) in RooFit
- Garima Singh
15:30 - 16:00
Room: Lecture Hall X5 1. 1.18ab
Wednesday, 28 June 2023
09:00 Automatic Differentiation of Programs with Discrete Randomness - Gaurav Arya
Automatic Differentiation of Programs with Discrete Randomness
- Gaurav Arya
09:00 - 09:45
Room: Lecture Hall X5 1. 1.18ab
09:45 NIFTy - Numerical information field theory - Philipp Frank
NIFTy - Numerical information field theory
- Philipp Frank
09:45 - 10:15
Room: Lecture Hall X5 1. 1.18ab
10:15 Coffee Break
Coffee Break
10:15 - 10:45
Room: Lecture Hall X5 1. 1.18ab
10:45 Automatic Differentiation and Probabilistic Programming in Astrodynamics - Giacomo Acciarini
Automatic Differentiation and Probabilistic Programming in Astrodynamics
- Giacomo Acciarini
10:45 - 11:15
Room: Lecture Hall X5 1. 1.18ab
11:15 Modeling the Cosmic Large Scale Structure with LEFTfield - Julia Stadler
Modeling the Cosmic Large Scale Structure with LEFTfield
- Julia Stadler
11:15 - 11:45
Room: Lecture Hall X5 1. 1.18ab
11:45 Thank You & Closeout
Thank You & Closeout
11:45 - 12:00
Room: Lecture Hall X5 1. 1.18ab

12:00 Lunch Break
Lunch Break
12:00 - 13:30
Room: Lecture Hall X5 1. 1.18ab

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