Autoencoders for unsupervised anomaly detection in high energy physics

19 April 2021

Papers citing "Autoencoders for unsupervised anomaly detection in high energy physics"

31 / 31 papers shown

Title
TRANSIT your events into a new mass: Fast background interpolation for weakly-supervised anomaly searches Ivan Oleksiyuk S. Voloshynovskiy Tobias Golling DiffM 41 0 0 06 Mar 2025
A comprehensive GeoAI review: Progress, Challenges and Outlooks Anasse Boutayeb Iyad Lahsen-cherif Ahmed El Khadimi 84 0 0 16 Dec 2024
Generating Physical Dynamics under Priors Zihan Zhou Xiaoxue Wang Tianshu Yu DiffM AI4CE 52 0 0 01 Sep 2024
A Data Mining-Based Dynamical Anomaly Detection Method for Integrating with an Advance Metering System Sarit Maitra 19 1 0 04 May 2024
Anomaly Detection Based on Isolation Mechanisms: A Survey Yang Cao Haolong Xiang Hang Zhang Ye Zhu Kai Ming Ting OOD 28 2 0 16 Mar 2024
Radio-astronomical Image Reconstruction with Conditional Denoising Diffusion Model M. Drozdova Vitaliy Kinakh O. Bait O. Taran E. Lastufka M. Dessauges-Zavadsky T. Holotyak D. Schaerer S. Voloshynovskiy DiffM 11 6 0 15 Feb 2024
Comparative Evaluation of Anomaly Detection Methods for Fraud Detection in Online Credit Card Payments Hugo Thimonier Fabrice Popineau Arpad Rimmel Bich-Liên Doan Fabrice Daniel 14 6 0 21 Dec 2023
Machine Learning for Anomaly Detection in Particle Physics Vasilis Belis Patrick Odagiu Thea Klæboe Årrestad 30 40 0 20 Dec 2023
Improving new physics searches with diffusion models for event observables and jet constituents Debajyoti Sengupta Matthew Leigh J. A. Raine Samuel Klein T. Golling DiffM 38 15 0 15 Dec 2023
Deep Generative Models for Detector Signature Simulation: A Taxonomic Review Baran Hashemi Claudius Krause 30 16 0 15 Dec 2023
Fast Particle-based Anomaly Detection Algorithm with Variational Autoencoder Ryan Liu A. Gandrakota J. Ngadiuba M. Spiropulu J. Vlimant DRL 13 4 0 28 Nov 2023
Triggering Dark Showers with Conditional Dual Auto-Encoders Luca Anzalone S. S. Chhibra B. Maier N. Chernyavskaya M. Pierini AI4CE 30 4 0 22 Jun 2023
Targeted collapse regularized autoencoder for anomaly detection: black hole at the center A. Ghafourian Huanyi Shui Devesh Upadhyay Rajesh K. Gupta Dimitar Filev I. S. Bozchalooi AAML 23 1 0 22 Jun 2023
AD-NEV: A Scalable Multi-level Neuroevolution Framework for Multivariate Anomaly Detection Marcin Pietroñ Dominik Zurek Kamil Faber Roberto Corizzo 11 3 0 25 May 2023
Knowledge-integrated AutoEncoder Model Teddy Lazebnik Liron Simon Keren 30 5 0 12 Mar 2023
Generative Invertible Quantum Neural Networks Armand Rousselot M. Spannowsky BDL 14 9 0 24 Feb 2023
Versatile Energy-Based Probabilistic Models for High Energy Physics Taoli Cheng Aaron Courville DiffM 11 0 0 01 Feb 2023
Lorentz group equivariant autoencoders Zichun Hao Raghav Kansal Javier Mauricio Duarte N. Chernyavskaya BDL DRL AI4CE 20 23 0 14 Dec 2022
Neural Embedding: Learning the Embedding of the Manifold of Physics Data Sang Eon Park Philip C. Harris B. Ostdiek PINN DRL AI4CE 22 16 0 10 Aug 2022
IRC-safe Graph Autoencoder for unsupervised anomaly detection Oliver Atkinson Akanksha Bhardwaj C. Englert P. Konar Vishal S. Ngairangbam M. Spannowsky 11 26 0 26 Apr 2022
Learning new physics efficiently with nonparametric methods Marco Letizia Gianvito Losapio Marco Rando Gaia Grosso A. Wulzer M. Pierini M. Zanetti Lorenzo Rosasco OOD 18 31 0 05 Apr 2022
Radial Autoencoders for Enhanced Anomaly Detection Mihai-Cezar Augustin V. Bonvin Régis Houssou Efstratios Rappos Stephan Robert-Nicoud 7 0 0 29 Mar 2022
Invariant Representation Driven Neural Classifier for Anti-QCD Jet Tagging Taoli Cheng Aaron Courville 19 6 0 18 Jan 2022
Machine Learning in the Search for New Fundamental Physics G. Karagiorgi Gregor Kasieczka S. Kravitz Benjamin Nachman David Shih AI4CE 31 113 0 07 Dec 2021
Autoencoders for Semivisible Jet Detection F. Canelli A. de Cosa L. Le Pottier J. Niedziela K. Pedro M. Pierini 11 32 0 06 Dec 2021
Online-compatible Unsupervised Non-resonant Anomaly Detection Vinicius Mikuni Benjamin Nachman David Shih 14 35 0 11 Nov 2021
Challenges for Unsupervised Anomaly Detection in Particle Physics Katherine Fraser S. Homiller Rashmish K. Mishra B. Ostdiek M. Schwartz DRL 27 43 0 13 Oct 2021
Better Latent Spaces for Better Autoencoders B. Dillon Tilman Plehn C. Sauer P. Sorrenson BDL DRL 11 55 0 16 Apr 2021
Bump Hunting in Latent Space Blaž Bortolato B. Dillon J. Kamenik Aleks Smolkovič DRL 13 43 0 11 Mar 2021
Topological Obstructions to Autoencoding Joshua D. Batson C. G. Haaf Yonatan Kahn Daniel A. Roberts AI4CE 34 37 0 16 Feb 2021
A Living Review of Machine Learning for Particle Physics Matthew Feickert Benjamin Nachman KELM AI4CE 11 151 0 02 Feb 2021