23–28 Oct 2022
Villa Romanazzi Carducci, Bari, Italy
Europe/Rome timezone

Machine Learning in the Search for New Fundamental Physics

25 Oct 2022, 09:30
30m
Sala Europa (Villa Romanazzi Carducci)

Sala Europa

Villa Romanazzi Carducci

Plenary Plenary

Speaker

Gregor Kasieczka (Hamburg University (DE))

Description

As the search for new fundamental phenomena at modern particle colliders is a complex and multifaceted task dealing with high-dimensional data, it is not surprising that machine learning based techniques are quickly becoming a widely used tool for many aspects of searches. On the one hand, classical strategies are being supercharged by ever more sophisticated tagging algorithms; on the other hand, new paradigms — such as searching for anomalies in a data-driven way — are being proposed. This talk will review some key developments and consider which steps might be needed to maximise the discovery potential of particle physics experiments.

Presentation materials