Combine and conquer: event reconstruction with Bayesian Ensemble Neural Networks

Enhancing searches for resonances with machine learning and moment decomposition

(2021) Ouail Kitouni et al.   JOURNAL OF HIGH ENERGY PHYSICS

Convolutional neural networks for direct detection of dark matter

(2020) Charanjit Kaur Khosa et al.   JOURNAL OF PHYSICS G-NUCLEAR AND PARTICLE PHYSICS

A guide for deploying Deep Learning in LHC searches: How to achieve optimality and account for uncertainty

(2020) Benjamin Nachman   SciPost Physics

Machine learning uncertainties with adversarial neural networks

(2019) Christoph Englert et al.   EUROPEAN PHYSICAL JOURNAL C

Energy flow networks: deep sets for particle jets

(2019) Patrick T. Komiske et al.   JOURNAL OF HIGH ENERGY PHYSICS

QCD-aware recursive neural networks for jet physics

(2019) Gilles Louppe et al.   JOURNAL OF HIGH ENERGY PHYSICS

Investigating the topology dependence of quark and gluon jets

(2019) Samuel Bright-Thonney et al.   JOURNAL OF HIGH ENERGY PHYSICS

Infrared safety of a neural-net top tagging algorithm

(2019) Suyong Choi et al.   JOURNAL OF HIGH ENERGY PHYSICS

HYTREES: combining matrix elements and parton shower for hypothesis testing

(2019) Stefan Prestel et al.   EUROPEAN PHYSICAL JOURNAL C

Machine learning templates for QCD factorization in the search for physics beyond the standard model

(2019) Joshua Lin et al.   JOURNAL OF HIGH ENERGY PHYSICS

Jet substructure at the Large Hadron Collider: A review of recent advances in theory and machine learning

(2019) Andrew J. Larkoski et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Adversarially-trained autoencoders for robust unsupervised new physics searches

(2019) Andrew Blance et al.   JOURNAL OF HIGH ENERGY PHYSICS

Uncertainty quantification using Bayesian neural networks in classification: Application to biomedical image segmentation

(2019) Yongchan Kwon et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Constraining Effective Field Theories with Machine Learning

(2018) Johann Brehmer et al.   PHYSICAL REVIEW LETTERS

Spectral analysis of jet substructure with neural networks: boosted Higgs case

(2018) Sung Hak Lim et al.   JOURNAL OF HIGH ENERGY PHYSICS

Boosting H→bb¯$$ H\to b\overline{b} $$ with machine learning

(2018) Joshua Lin et al.   JOURNAL OF HIGH ENERGY PHYSICS

Pulling out all the tops with computer vision and deep learning

(2018) Sebastian Macaluso et al.   JOURNAL OF HIGH ENERGY PHYSICS

Stacking machine learning classifiers to identify Higgs bosons at the LHC

(2017) A. Alves   Journal of Instrumentation

Deep learning in color: towards automated quark/gluon jet discrimination

(2017) Patrick T. Komiske et al.   JOURNAL OF HIGH ENERGY PHYSICS

Deep-learning top taggers or the end of QCD?

(2017) Gregor Kasieczka et al.   JOURNAL OF HIGH ENERGY PHYSICS

Jet-images — deep learning edition

(2016) Luke de Oliveira et al.   JOURNAL OF HIGH ENERGY PHYSICS

An introduction to PYTHIA 8.2

(2015) Torbjörn Sjöstrand et al.   COMPUTER PHYSICS COMMUNICATIONS

Enhanced Higgs Boson toτ+τ−Search with Deep Learning

(2015) P. Baldi et al.   PHYSICAL REVIEW LETTERS

Playing tag with ANN: boosted top identification with pattern recognition

(2015) Leandro G. Almeida et al.   JOURNAL OF HIGH ENERGY PHYSICS

Finding physics signals with event deconstruction

(2014) Davison E. Soper et al.   PHYSICAL REVIEW D

Finding top quarks with shower deconstruction

(2013) Davison E. Soper et al.   PHYSICAL REVIEW D

FastJet user manual

(2012) Matteo Cacciari et al.   EUROPEAN PHYSICAL JOURNAL C

How to improve top-quark tagging

(2012) Tilman Plehn et al.   PHYSICAL REVIEW D

Finding physics signals with shower deconstruction

(2011) Davison E. Soper et al.   PHYSICAL REVIEW D

Fat Jets for a Light Higgs Boson

(2010) Tilman Plehn et al.   PHYSICAL REVIEW LETTERS

Stop reconstruction with tagged tops

(2010) Tilman Plehn et al.   JOURNAL OF HIGH ENERGY PHYSICS

Ensemble-based classifiers

(2009) Lior Rokach   ARTIFICIAL INTELLIGENCE REVIEW

Jet Substructure as a New Higgs-Search Channel at the Large Hadron Collider

(2008) Jonathan M. Butterworth et al.   PHYSICAL REVIEW LETTERS

The anti-kt jet clustering algorithm

(2008) Matteo Cacciari et al.   JOURNAL OF HIGH ENERGY PHYSICS