Object-Centric Learning in Physics - Using Machine Learning for Multi-Particle Reconstruction

by Dr Dominik Ecker (TUM), Mr Florian Kaspar (TUM)

Thursday 23 May 2024, 09:30 → 11:00 Europe/Berlin

E18/ENE Seminar Room 3268 (TUM PH)

In high-energy physics we are often faced with reconstructing multiple objects or clusters from detector data. While we can often solve these problems using classic algorithms, there is potential for improvement using machine learning techniques.

We present our exploratory work on improving the reconstruction of different type of detector reconstructions using simple neural networks.