Conceptual Advances in Deep Learning for Research on Universe and Matter

from Monday, 12 September 2022 (18:00) to Friday, 16 September 2022 (14:00)
Hotel zur Post

        : Sessions
    /     : Talks
        : Breaks
12 Sep 2022
13 Sep 2022
14 Sep 2022
15 Sep 2022
16 Sep 2022
AM
09:00
Participant Contributions (until 10:30) ()
09:00 Reinforced Jet-Parton Assignment for Particle Physics Analyses - Dennis Noll (RWTH Aachen University (DE))   ()
09:20 Open Neural Network Exchange Format - An Introduction - Dr. Andreas Fehlner   ()
09:40 CosmicNet II: Emulating extended cosmologies with efficient and accurate neural networks - Sven Günther   ()
10:00 The State of the Art of Deep-Learning-Based Event Classification and Reconstruction for IACTs - Dr. Samuel Spencer   ()
11:00
Transformer (until 12:30) ()
11:00 Keynote: Transformer - Niklas Langner (RWTH Aachen University)   ()
12:00 Introduction to hackathon - Niklas Langner (RWTH Aachen University)   ()
09:00
Analytic Expressions (until 10:00) ()
09:00 Key note: Transfer of neural network probability to analytic expressions - Tilman Plehn (University of Heidelberg)   ()
10:00
Graph Neural Networks (until 10:30) ()
10:00 Introduction to hackathon on Graph Neural Networks - Niklas Langner (RWTH Aachen University)   ()
11:00
Graph Neural Networks (until 12:30) ()
11:00 Hackathon: Graph Neural Networks - Niklas Langner (RWTH Aachen University)   ()
09:00
Participant Contributions (until 10:30) ()
09:00 Deep Learning-based Imaging in Radio Interferometry - Stefan Fröse   ()
09:20 Information Field Theory -- Bayesian Inference for Fields - Jakob Roth   ()
09:40 Interpolating Calibration Data on the Sphere with Information Field Theory - Mr. Maximilian Straub   ()
11:00
Normalizing Flows (until 12:30) ()
11:00 Keynote: Applications and Potentials of Normalising Flows - Gregor Kasieczka (University Hamburg)   ()
12:00 Introduction to hackathon - Gregor Kasieczka (University Hamburg) Mr. Maximilian Straub   ()
09:00
Autoencoder (until 10:30) ()
09:00 Key note: Autoencoder - Michael Krämer (RWTH Aachen University)   ()
10:00 Introduction to hackathon - Michael Krämer (RWTH Aachen University) Thorben Finke   ()
11:00
Autoencoder (until 13:00) ()
11:00 Hackathon: Autoencoder, anomaly search, latent space - Michael Krämer (RWTH Aachen University) Thorben Finke   ()
12:50 Farewell   ()
PM
18:00 --- Supper ---
19:30
Reinforcement Learning (until 21:15) ()
19:30 Introduction   ()
19:40 Keynote: Reinforcement Learning in the research field of accelerators - Dr. Andrea Santamaria Garcia (KIT)   ()
14:30
Transformer (until 16:00) ()
14:30 Hackathon: Transformer - Niklas Langner (RWTH Aachen University)   ()
16:30
Transformer (until 18:00) ()
16:30 Hackathon: Transformer   ()
14:00
Participant Contributions (until 15:30) ()
14:00 Bayesian neural networks for particle identification - Prof. Johannes Erdmann   ()
14:20 Boosting mono-jet searches with model agnostic deep learning - Thorben Finke   ()
14:40 Super-resolution of photon calorimeter images using generative adversarial networks - Florian Mausolf   ()
16:30
Participant Contributions (until 18:00) ()
16:30 An ML approach to the classification of phase transitions in many flavor QCD - Marius Neumann (Bielefeld University)   ()
16:50 A Machine Learning Approach to Searching Dark Matter Subhalos in Fermi-LAT Sources - Kathrin Nippel (RWTH Aachen University (TTK))   ()
17:10 Virtual Patho-Histology at the GINIX 3D X-ray Microscope - Dr. Markus Osterhoff   ()
14:30
Normalizing Flows (until 16:00) ()
14:30 Hackathon: Normalizing flows, (conditional) invertible networks - Mr. Maximilian Straub Gregor Kasieczka (University Hamburg)   ()
16:30
Normalizing Flows (until 18:00) ()
16:30 Hackathon: Normalizing flows, (conditional) invertible networks - Mr. Maximilian Straub Gregor Kasieczka (University Hamburg)   ()
13:00 --- Lunch ---
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