Challenges for Unsupervised Anomaly Detection in Particle Physics

Challenges for Unsupervised Anomaly Detection in Particle Physics

13 October 2021

Katherine Fraser

Rashmish K. Mishra

Papers citing "Challenges for Unsupervised Anomaly Detection in Particle Physics"

14 / 14 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
AI-based particle track identification in scintillating fibres read out with imaging sensors Noemi Bührer Saúl Alonso-Monsalve Matthew Franks Till Dieminger D. Sgalaberna 21 0 0 14 Oct 2024
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 32 15 0 15 Dec 2023
Deep Generative Models for Detector Signature Simulation: A Taxonomic Review Baran Hashemi Claudius Krause 24 16 0 15 Dec 2023
Triggering Dark Showers with Conditional Dual Auto-Encoders Luca Anzalone S. S. Chhibra B. Maier N. Chernyavskaya M. Pierini AI4CE 14 4 0 22 Jun 2023
Unsupervised Anomaly Detection via Nonlinear Manifold Learning Amin Yousefpour Mehdi Shishehbor Zahra Zanjani Foumani Ramin Bostanabad 11 8 0 15 Jun 2023
Anomalies, Representations, and Self-Supervision B. Dillon Luigi Favaro Friedrich Feiden Tanmoy Modak Tilman Plehn 13 5 0 11 Jan 2023
Machine-Learning Compression for Particle Physics Discoveries J. Collins Yifeng Huang S. Knapen Benjamin Nachman D. Whiteson 22 4 0 20 Oct 2022
Neural Embedding: Learning the Embedding of the Manifold of Physics Data Sang Eon Park Philip C. Harris B. Ostdiek PINN DRL AI4CE 17 16 0 10 Aug 2022
"Flux+Mutability": A Conditional Generative Approach to One-Class Classification and Anomaly Detection C. Fanelli James Giroux Z. Papandreou AI4CE 11 16 0 19 Apr 2022
Machine Learning in the Search for New Fundamental Physics G. Karagiorgi Gregor Kasieczka S. Kravitz Benjamin Nachman David Shih AI4CE 26 113 0 07 Dec 2021
Online-compatible Unsupervised Non-resonant Anomaly Detection Vinicius Mikuni Benjamin Nachman David Shih 14 35 0 11 Nov 2021
An Exploration of Learnt Representations of W Jets J. Collins DRL 11 12 0 22 Sep 2021
Topological Obstructions to Autoencoding Joshua D. Batson C. G. Haaf Yonatan Kahn Daniel A. Roberts AI4CE 31 37 0 16 Feb 2021