From c77faaca0014f39bd691b3fe956a6de4fa513e98 Mon Sep 17 00:00:00 2001 From: luigifvr <40857315+luigifvr@users.noreply.github.com> Date: Wed, 6 Dec 2023 17:43:54 +0100 Subject: [PATCH] Update README.md --- README.md | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/README.md b/README.md index b6d3573..8ab837d 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,19 @@ This tool makes it easy to train a classifier to reweight samples from a generat model. It comes with an extensive plotting pipeline that allows to inspect the classifier output to evaluate the performance of the generative network. +This is the reference repository for the article "How to Understand Limitations of Generative Networks" +The preprint is available at [https://arxiv.org/abs/2305.16774](https://arxiv.org/abs/2305.16774) + +We collect here all the datasets used to train the classifiers. +Samples obtained from the generative models and truth generated events: +[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.10277550.svg)](https://doi.org/10.5281/zenodo.10277550) + +Original JetNet dataset: +Kansal, R., Duarte, J., Su, H., Orzari, B., Tomei, T., Pierini, M., Touranakou, M., Vlimant, J.-R., & Gunopulos, D. (2022). JetNet (Versione 2). Zenodo. [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.6975118.svg)](https://doi.org/10.5281/zenodo.6975118) + +CaloGAN dataset: +Krause, C., & Shih, D. (2021). Electromagnetic Calorimeter Shower Images of CaloFlow. Zenodo. [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.5904188.svg)](https://doi.org/10.5281/zenodo.5904188) + ## Usage Training a discriminator: