LHC Physics and AI

Teaching

2025Machine Learning for Fundamental Physics SchoolIntroduction to Machine Learning, Generative Models
2024LBL QuarkNet 2024Machine Learning and High-Energy Physics
2024Machine Learning for Fundamental Physics School
Generative Models
2023US ATLAS Machine Learning TrainingGenerative Models
2023Deep Learning School ”Basic ConceptsConvolutions, Convolutional Layers and CNNs

Talks and Seminars

11/2025Generative AI for High & Low Energy Physics, Santa Barbara (USA)Generative and Bridge-based Unfolding
09/2025ACAT, Hamburg (Germany)The FAIR Universe Project
08/2025ML4Jets, Pasadena (USA)Discriminative versus Generative Approaches to Simulation-based Inference
12/2024NeurIPS, Vancouver (Canada)HiggsML Uncertainty Challenge Introduction
11/2024ML4Jets, Paris (France)Bridging the Generative Unfolding Gap
11/2023Artificial Intelligence and the Uncertainty challenge in Fundamental Physics, Paris (France)Metrics for Uncertainty-Aware ML Methods
11/2023ML4Jets, Hamburg (Germany)Refining Fast Calorimeter Simulations with a Schrödinger Bridge
05/20225th Inter-experiment Machine Learning Workshop, Geneva (Switzerland)Ephemeral Learning – Augmenting Triggers with Online-Trained Normalizing Flows
04/2022Learning To Discover, Paris (France)Generator Models for 4-momenta Events
12/2021Machine Learning and the Physical Sciences, NeurIPS, OnlineGenerative models for hadron shower simulation (video)
11/202120th International Workshop on Advanced Computing and Analysis Techniques in Physics Research, Daejeon (South Korea)Fast and Accurate Electromagnetic and Hadronic Showers from Generative Models
07/2021ML4Jets, Heidelberg (Germany)OnlineFlow: Trigger Free Analysis Using Online Learned Generative Models
05/202125th International Conference on Computing in High-Energy and Nuclear Physics, OnlineFast and Accurate Electromagnetic and
Hadronic Showers from Generative Models
05/2021Deep Learning for Simulation, ICLR, OnlineAmplifying Statistics with Ensembles of Generative Models
12/2020Machine Learning and the Physical Sciences, NeurIPS, OnlineAmplifying Statistics using Generative Models (video)
10/20204th Inter-experiment Machine Learning Workshop, OnlineGANplifying Event Samples
01/2020ML4Jets, New York (USA)CapsNets Continuing the Convolutional Quest