EuCAIFCon 2024

Session

5.3 Uncertainty quantification, Pattern recognition and Simulation-based inference

2 May 2024, 16:00

Amsterdam, Hotel CASA

Conveners

5.3 Uncertainty quantification, Pattern recognition and Simulation-based inference

• Pietro Vischia (Universidad de Oviedo and Instituto de Ciencias y Tecnologías Espaciales de Asturias (ICTEA))

12. Fair Universe HiggsML Uncertainty Challenge

David Rousseau (IJCLab-Orsay)

02/05/2024, 16:00

Talk without Poster

The Fair Universe project is building a large-compute-scale AI ecosystem for sharing datasets, training large models and hosting challenges and benchmarks. Furthermore, the project is exploiting this ecosystem for an AI challenge series focused on minimizing the effects of systematic uncertainties in High-Energy Physics (HEP), and on predicting accurate confidence intervals.

This talk will...

189. New developments and applications of a Deep-learning-based Full Event Interpretation (DFEI) in proton-proton collisions

Dr Simone Capelli (University of Milano-Bicocca)

02/05/2024, 16:20

Talk without Poster

The LHCb experiment at the Large Hadron Collider (LHC) is designed to perform high-precision measurements of heavy-hadron decays, which requires the collection of large data samples and a good understanding and suppression of multiple background sources. Both factors are challenged by a five-fold increase in the average number of proton-proton collisions per bunch crossing, corresponding to a...

132. A surrogate model to optimize injection efficiency in PSI muEDM Experiment

Ritwika Chakraborty (Paul Scherrer Institute)

02/05/2024, 16:40

Talk without Poster

A dedicated experimental search for a muon electric dipole moment (EDM) is being set up in PSI. This experiment will search for a muon EDM signal with a final precision of \SI{6e-23}{e \cdot cm} using the frozen-spin technique. This will be the most stringent test of the muon EDM to date, improving the current experimental limit by 3 orders of magnitude. A crucial component of the experiment...

51. AI-driven discovery of charm quarks in the proton

Juan Rojo

02/05/2024, 17:00

Talk without Poster

The theory of the strong force, quantum chromodynamics, describes the proton in terms of its constituents, the quarks and gluons. A major conundrum since the formulation of QCD five decades ago has been whether heavy quarks also exist as a part of the proton wavefunction determined by non-perturbative dynamics: so-called intrinsic heavy quarks. Innumerable efforts to establish intrinsic charm...