Differentiable and Probabilistic Programming for Fundamental Physics

5 June - 30 June 2023

Lukas Heinrich, Torsten Enßlin, Michael Kagan, Atılım Güneş Baydin, Vassil Vassilev

Week 1
Mon 05/06/2023
Time Session
10:00 - 10:30

Welcome to MIAPbP - Introduction

10:30 - 11:00

Introduction from the Organizers

MIAPP_Welcome.pdf

11:00 - 11:30

"Towards End-to-End Automatically Differentiable Cosmological Galaxy Survey Simulations": https://eiffl.github.io/talks/Munich2023

Francois Lanusse

13:30 - 14:00

“Differentiable Simulation for Calibration and Parameter Inference”

Sean Gasiorowski

Gasiorowski_Slides.pdf

Tue 06/06/2023
Time Session
9:30 - 10:00

"Differentiable Forward Modeling the Connection Between Galaxies and Dark Matter Halos”

Andrew Hearin

Hearin_Slides.pdf

13:30 - 14:00

"Intro to particle physics and SBI in particle physics”

Aishik Ghosh

Ghosh_Slides.pdf

17:00 - 19:30

Discussion and networking - BBQ

Wed 07/06/2023
Time Session
9:30 - 10:00

"AD for an Array Language Supporting Nested Parallelism"

Cosmin Oancea

Oancea_Abstract.pdf

13:30 - 14:00

"Nested Sampling with gradients: the present state of the art"

Will Handley

Handley_Slides.pdf

Thu 08/06/2023
Time Session
8:00 - 17:00

Public holiday

Fri 09/06/2023
Time Session
9:30 - 10:00

"Differentiable Vertex Fitting for Jet Flavor Tagging"

Rachel Smith

Smith_Slides.pdf

10:00 - 10:30

"Automatically Differentiable Weak Lensing Simulations for Full-Field Cosmological Inference"

Denise Lanzieri

10:30 - 11:00

"Estimating Floating Point Errors, The Automatic Differentiation Way"

Baidyanath Kundu

Kundu_Slides.pdf

Week 2
Mon 12/06/2023
Time Session
9:45 - 10:00

Intro of the Week

10:00 - 10:30

"Applied Measure Theory for Probabilistic Modeling"

Chad Scherrer

13:30 - 14:00

"Differential Programming with CoDiPack - An Overview and Applications“

Nicolas Gauger

Tue 13/06/2023
Time Session
9:30 - 10:00

Talk

13:30 - 14:00

"Solving Galactic dynamics with differentiable programming"

Siddarth Mishra-Sharma

17:00 - 19:30

Discussion and networking - Bavarian Brotzeit

Wed 14/06/2023
Time Session
9:30 - 10:00

"Reconstructing cosmological fields with differentiable simulations"

Chirag Modi

13:30 - 14:00

Talk

Thu 15/06/2023
Time Session
9:30 - 10:00

Talk

13:30 - 14:00

Talk

William Moses

Fri 16/06/2023
Time Session
9:30 - 10:00

Talk

10:00 - 10:30

Talk

Ludger Paehler

10:30 - 11:00

"Differentiating GATE/Geant4 with Derivgrind"

Max Aehle

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