We want to use the Normalised AutoEncoder (NAE) to detect anomalous jets or events measured at the LHC.
The idea was originally put forward in this paper:
https://arxiv.org/pdf/2105.05735.pdf
Autoencoding under normalization constraints
Sangwoong Yoon, Yung-Kyun Noh and Frank C. Park
https://www.youtube.com/watch?v=ra6usGKnPGk
and applied on jet images by our group on arXiv:
https://arxiv.org/abs/2206.14225
A Normalized Autoencoder for LHC Triggers
B. Dillon et al.
The dataset classes are saved in loaders/
while the architectures in models/modules.py
.