Learning new physics from an imperfect machine

Anomaly detection from mass unspecific jet tagging

(2022) J. A. Aguilar-Saavedra   EUROPEAN PHYSICAL JOURNAL C

Tag N’ Train: a technique to train improved classifiers on unlabeled data

(2021) Oz Amram et al.   JOURNAL OF HIGH ENERGY PHYSICS

Adversarially Learned Anomaly Detection on CMS open data: re-discovering the top quark

(2021) O. Knapp et al.   European Physical Journal Plus

Quasi anomalous knowledge: searching for new physics with embedded knowledge

(2021) Sang Eon Park et al.   JOURNAL OF HIGH ENERGY PHYSICS

Mining gold from implicit models to improve likelihood-free inference

(2020) Johann Brehmer et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Search for a Narrow Resonance Lighter than 200 GeV Decaying to a Pair of Muons in Proton-Proton Collisions at s=13  TeV

(2020) A. M. Sirunyan et al.   PHYSICAL REVIEW LETTERS

Dijet Resonance Search with Weak Supervision Using s=13  TeV pp Collisions in the ATLAS Detector

(2020) G. Aad et al.   PHYSICAL REVIEW LETTERS

Review of Particle Physics

(2020) P A Zyla et al.   Progress of Theoretical and Experimental Physics

Machine learning uncertainties with adversarial neural networks

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

Guiding new physics searches with unsupervised learning

(2019) Andrea De Simone et al.   EUROPEAN PHYSICAL JOURNAL C

A strategy for a general search for new phenomena using data-derived signal regions and its application within the ATLAS experiment

(2019) M. Aaboud et al.   EUROPEAN PHYSICAL JOURNAL C

INFERNO: Inference-Aware Neural Optimisation

(2019) Pablo de Castro et al.   COMPUTER PHYSICS COMMUNICATIONS

QBDT, a new boosting decision tree method with systematical uncertainties into training for High Energy Physics

(2019) Li-Gang Xia   NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT

Variational autoencoders for new physics mining at the Large Hadron Collider

(2019) Olmo Cerri et al.   JOURNAL OF HIGH ENERGY PHYSICS

Adversarially-trained autoencoders for robust unsupervised new physics searches

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

Performance of the CMS muon detector and muon reconstruction with proton-proton collisions at √s=13 TeV

(2018) A.M. Sirunyan et al.   Journal of Instrumentation

Search for Dark Photons Produced in 13 TeV pp Collisions

(2018) R. Aaij et al.   PHYSICAL REVIEW LETTERS

Anomaly Detection for Resonant New Physics with Machine Learning

(2018) Jack Collins et al.   PHYSICAL REVIEW LETTERS

Particle-flow reconstruction and global event description with the CMS detector

(2017) A.M. Sirunyan et al.   Journal of Instrumentation

Classification without labels: learning from mixed samples in high energy physics

(2017) Eric M. Metodiev et al.   JOURNAL OF HIGH ENERGY PHYSICS

A generic anti-QCD jet tagger

(2017) J. A. Aguilar-Saavedra et al.   JOURNAL OF HIGH ENERGY PHYSICS

Parameterized neural networks for high-energy physics

(2016) Pierre Baldi et al.   EUROPEAN PHYSICAL JOURNAL C

Performance of electron reconstruction and selection with the CMS detector in proton-proton collisions at √s= 8 TeV

(2015)   Journal of Instrumentation

DELPHES 3: a modular framework for fast simulation of a generic collider experiment

(2014) J. de Favereau et al.   JOURNAL OF HIGH ENERGY PHYSICS

The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations

(2014) J. Alwall et al.   JOURNAL OF HIGH ENERGY PHYSICS

Fast computation of MadGraph amplitudes on graphics processing unit (GPU)

(2013) K. Hagiwara et al.   EUROPEAN PHYSICAL JOURNAL C

Performance of τq-lepton reconstruction and identification in CMS

(2012) CMS Collaboration   Journal of Instrumentation

Model independent search for new phenomena inpp¯collisions ats=1.96  TeV

(2012) V. M. Abazov et al.   PHYSICAL REVIEW D

Asymptotic formulae for likelihood-based tests of new physics

(2011) Glen Cowan et al.   EUROPEAN PHYSICAL JOURNAL C

Anomaly detection

(2009) Varun Chandola et al.   ACM COMPUTING SURVEYS

Model-independent jets plus missing energy searches

(2009) Johan Alwall et al.   PHYSICAL REVIEW D

Global search for new physics with2.0  fb−1at CDF

(2009) T. Aaltonen et al.   PHYSICAL REVIEW D

A general search for new phenomena at HERA

(2009) F.D. Aaron et al.   PHYSICS LETTERS B

Model-independent and quasi-model-independent search for new physics at CDF

(2008) T. Aaltonen et al.   PHYSICAL REVIEW D