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

Oancea_Slides.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

10:00 - 10:30

"Automatically Differentiable Weak Lensing Simulations for Full-Field Cosmological Inference": https://dlanzieri.github.io/talks/Munich2023/

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": https://slides.com/cscherrer/2022-07-measuretheory-seattle-julia-meetup

Chad Scherrer

13:30 - 14:00

"Differential Programming with CoDiPack - An Overview and Applications“

Nicolas Gauger

Gauger_Slides.pdf

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

TomOpt: Optimize a Muon Tomography Experiment with Differentiable Programming

Pietro Vischia

Vischia_Slides.pdf

13:30 - 14:00

"The Galactic Center Excess mystery and how differentiable programming can help resolve it"

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": https://modichirag.github.io/talks/MIAPbP_June2023/#/

Chirag Modi

13:30 - 14:00

Solving Inverse Physics Problems with Score Matching

Benjamin Holzschuh

Holzschuh_Slides.pdf

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

"NIFTy.re – A Library for Gaussian Processes & VI for Inferences with Billions of Parameter"

Gordian Edenhofer

Edenhofer_Slides.pdf

10:00 - 10:30

“Numba-Enzyme: Trace-free Differentiable Python”

Ludger Paehler

Paehler_Slides.pdf

10:30 - 11:00

"Differentiating GATE/Geant4 with Derivgrind"

Max Aehle

Aehle_Slides.pdf

Week 3
Mon 19/06/2023
Time Session
10:00 - 10:30

"Checkpoint Reverse Automatic Differentiation"

Barak Pearlmutter

Pearlmutter_Slides.pdf

14:00 - 14:30

"Data-flow reversal and Garbage Collection"

Laurent Hascoet

Hascoet_Abstract.pdf

Hascoet_Slides.pdf

Tue 20/06/2023
Time Session
9:30 - 10:00

Talk

Auralee Edelen

14:00 - 14:30

Talk

Paige Bailey

17:00 - 19:30

Discussion and networking - BBQ

Wed 21/06/2023
Time Session
9:30 - 10:00

Computing Derivatives of Programs with Continuous and Discrete Randomness

Frank Schaefer

Schaefer_Slides.pdf

14:00 - 14:30

On the Memory-reduced Calculation of Adjoints

Andrea Walther

Walther_Slides.pdf

Thu 22/06/2023
Time Session
9:30 - 10:00

Metric Gaussian Variational Inference

Jakob Knollmüller

Knollmüller_Abstract.pdf

Knollmüller_Notes.pdf

14:00 - 14:30

Talk

Christoph Weniger

Weniger_Slides.pdf

Fri 23/06/2023
Time Session
9:30 - 10:00

"A Minimal Programmable Model for Synthetic Living Materials"

Qian-Ze Zhu

Zhu_Slides.pdf

10:00 - 10:30

"Bayesian Spatio-spectral imaging of SN1006"

Margret Westerkamp

Westerkamp_Abstract.pdf

10:30 - 11:00

"Bivariate Causal Discovery - A probabilistic approach"

Matteo Guardiani

Guardiani_Slides.pdf

14:00 - 14:30

RooFit: a probabilistic programming language

Jonas Rembser

Rembser_Slides.pdf

Week 4
Mon 26/06/2023
Time Session
9:00 - 17:00

Topical Workshop

Tue 27/06/2023
Time Session
9:00 - 17:00

Topical Workshop

Wed 28/06/2023
Time Session
9:00 - 17:00

Topical Workshop

Thu 29/06/2023
Time Session
9:30 - 11:00

Discussion session & summary

13:30 - 14:00

Talk

17:00 - 19:30

Discussion and networking - Bavarian Brotzeit

Fri 30/06/2023
Time Session
9:30 - 11:00

Discussion session & summary

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