Workshop on Machine Learning and High-Energy Physics

from Wednesday 13 December 2023 (08:30) to Friday 15 December 2023 (15:00)
Campus Akademie (Seminar room 1 + 2)

        : Sessions
    /     : Talks
        : Breaks
13 Dec 2023
14 Dec 2023
15 Dec 2023
AM
08:30 --- Registration ---
09:00
Welcome (until 09:15)
09:00 Welcome and Organisatorical Remarks - Dr Claudius Krause (HEPHY Vienna (ÖAW))  
09:05 Welcome to HEPHY - Christoph Schwanda Christoph Schwanda (Austrian Academy of Sciences (AT))  
09:15
Morning Session (until 10:00)
09:15 Artificial Proto-Modelling: Building Precursors of a Next Standard Model from Simplified Model Results - Wolfgang Waltenberger (Austrian Academy of Sciences (AT))  
10:00 --- Coffee Break ---
10:30
Morning Session (until 12:00)
10:30 Optimal operation of cryogenic calorimeters through deep reinforcement learning - Felix Wagner (HEPHY Vienna) Felix Wagner (Vienna University of Technology)  
11:15 Machine learning for modern radio surveys - Lara Alegre (Heildelberg University)  
09:00
Morning Session (until 10:00)
09:15 Tree boosting for learning EFT parameters - Dennis Schwarz (Austrian Academy of Sciences (AT))  
10:00 --- Coffee Break ---
10:30
Morning Session (until 12:00)
10:30 Generative Modelling of Calorimeter Showers and Particle Jets - Thorsten Lars Henrik Buss (Universität Hamburg)  
11:15 ML applications in searches for long-lived particles at CMS - Lisa Benato (Hamburg University (DE))  
09:00
Morning Session (until 10:00)
09:00 High Multiplicity with JetGPT - LHC Event Generation with Autoregressive Transformers - Jonas Simon Spinner  
10:00 --- Coffee Break ---
10:30
Morning Session (until 13:30)
10:30 (Direct) Diffusion for LHC Event Generation - Sofia Palacios Schweitzer (ITP, University Heidelberg)  
11:15 Precision-Machine Learning for the Matrix Element Method - Nathan Huetsch (Heidelberg University, ITP Heidelberg)  
PM
14:00
Afternoon Session (until 15:30)
14:00 A Survey of Machine Learning Methods for Anomaly Detection - Radha Mastandrea (University of California, Berkeley) Radha Mastandrea (LBNL)  
14:45 Back To The Roots: Tree-Based Algorithms for Weakly Supervised Anomaly Detection - Michael Kramer (Rheinisch Westfaelische Tech. Hoch. (DE))  
15:30 --- Coffee Break ---
16:00
Afternoon Session (until 17:30)
16:00 Semi-visible jets, energy-based models, and self-supervision - Luigi Favaro  
16:45 Hunting for di-Higgs in hadronic final states: showcasing Machine Learning for modelling of hadronic backgrounds and elucidating rare signals - Nicole Michelle Hartman (TUM (DE))  
18:00 --- Welcome Reception ---
14:00
Afternoon Session (until 15:30)
14:00 The MadNIS Reloaded - Theo Heimel (Universität Heidelberg) Theo Heimel (Heidelberg University)  
14:45 Machine learning methods & Ultra-High Energy Cosmic Rays - Blaz Bortolato (Institute Josef Stefan)  
15:30 --- Coffee Break ---
16:00
Afternoon Session (until 17:30)
16:00 Flow Unfolding for CP-Observable Reconstruction - Jona Ackerschott (Universite de Geneve (CH))  
19:00 --- Dinner ---
13:30
Discussion (until 15:00)