Search Results for author: Florencia Canelli

Found 4 papers, 2 papers with code

Autoencoders for Semivisible Jet Detection

no code implementations6 Dec 2021 Florencia Canelli, Annapaola De Cosa, Luc Le Pottier, Jeremi Niedziela, Kevin Pedro, Maurizio Pierini

The experimental signature is characterised by the presence of reconstructed missing momentum collinear with the visible components of the jets.

Anomaly Detection

Point Cloud Transformers applied to Collider Physics

1 code implementation9 Feb 2021 Vinicius Mikuni, Florencia Canelli

Methods for processing point cloud information have seen a great success in collider physics applications.

BIG-bench Machine Learning Jet Tagging

Unsupervised clustering for collider physics

no code implementations28 Sep 2020 Vinicius Mikuni, Florencia Canelli

We propose a new method for Unsupervised clustering in particle physics named UCluster, where information in the embedding space created by a neural network is used to categorise collision events into different clusters that share similar properties.

Data Analysis, Statistics and Probability High Energy Physics - Experiment

ABCNet: An attention-based method for particle tagging

2 code implementations13 Jan 2020 Vinicius Mikuni, Florencia Canelli

In high energy physics, graph-based implementations have the advantage of treating the input data sets in a similar way as they are collected by collider experiments.

Data Analysis, Statistics and Probability High Energy Physics - Phenomenology

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