Topological obstructions to autoencoding

Abstract Autoencoders have been proposed as a powerful tool for model-independent anomaly detection in high-energy physics. The operating principle is that events which do not belong to the space of training data will be reconstructed poorly, thus flagging them as anomalies. We point out that in a v...

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Bibliographic Details
Main Authors: Joshua Batson, C. Grace Haaf, Yonatan Kahn, Daniel A. Roberts
Format: Article
Language:English
Published: SpringerOpen 2021-04-01
Series:Journal of High Energy Physics
Subjects:
Online Access:https://doi.org/10.1007/JHEP04(2021)280