yygarypeng / QE-mls

This repo is the codes used for the neutrino/W bosons reconstruction from fully leptonic decay related to the Bell Study in the HWW* decay at the ATLAS experiment, CERN.

Implementation of DNNs and INNs for the reconstruction of neutrinos

This repository includes the code of the dense neural networks and invertible neural networks (Ardizzone et al., 2019) implemented using TensorFlow2 with Keras.

There are a few models in this repository: Our DNNs (AE) and INNs, which are the edited fork from GitHub created by jaekookang.

We use or/and edit it to do the backward reconstruction of di-nutrinos and neutrinos from the fully leptonic decay of the $HWW^{*}$ channel.

2023-11-23 created with MIT license

Original works:

• Paper: http://arxiv.org/abs/1808.04730
• Code:
  • https://github.com/VLL-HD/analyzing_inverse_problems
  • https://github.com/jaekookang/invertible_neural_networks

TODO:

• Find some methods to seperate di-neutrinos.