Comparing Weak- and Unsupervised Methods for Resonant Anomaly Detection

Comparing Weak- and Unsupervised Methods for Resonant Anomaly Detection

5 April 2021

P. Martín-Ramiro

Benjamin Nachman

Papers citing "Comparing Weak- and Unsupervised Methods for Resonant Anomaly Detection"

14 / 14 papers shown

Title
Detecting Localized Density Anomalies in Multivariate Data via Coin-Flip Statistics Sebastian Springer Andre Scaffidi Maximilian Autenrieth Gabriella Contardo Alessandro Laio R. Trotta H. Haario 42 0 0 31 Mar 2025
TRANSIT your events into a new mass: Fast background interpolation for weakly-supervised anomaly searches Ivan Oleksiyuk Slava Voloshynovskiy Tobias Golling DiffM 41 0 0 06 Mar 2025
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 46 15 0 15 Dec 2023
Improving the performance of weak supervision searches using transfer and meta-learning H. Beauchesne Zong-En Chen Cheng-Wei Chiang 20 8 0 11 Dec 2023
High-dimensional and Permutation Invariant Anomaly Detection Vinicius Mikuni Benjamin Nachman DiffM 19 16 0 06 Jun 2023
IRC-safe Graph Autoencoder for unsupervised anomaly detection Oliver Atkinson Akanksha Bhardwaj C. Englert P. Konar Vishal S. Ngairangbam M. Spannowsky 21 26 0 26 Apr 2022
Machine Learning in the Search for New Fundamental Physics G. Karagiorgi Gregor Kasieczka S. Kravitz Benjamin Nachman David Shih AI4CE 42 113 0 07 Dec 2021
Online-compatible Unsupervised Non-resonant Anomaly Detection Vinicius Mikuni Benjamin Nachman David Shih 25 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
Autoencoders for unsupervised anomaly detection in high energy physics Thorben Finke Michael Krämer A. Morandini A. Mück I. Oleksiyuk 18 83 0 19 Apr 2021
Better Latent Spaces for Better Autoencoders B. Dillon Tilman Plehn C. Sauer P. Sorrenson BDL DRL 19 55 0 16 Apr 2021
Bump Hunting in Latent Space Blaž Bortolato B. Dillon J. Kamenik Aleks Smolkovič DRL 21 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 24 176 0 02 Feb 2021