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Anomaly-Detection

Dataset

Standard Model Background

Processes:

  • leptonic decays of inclusive W boson
  • leptonic decays of inclusive Z boson
  • top quark pair production
  • QCD multijet production

New Physics Signals

New Physics signals consists of four datasets:

Signal Mass (GeV) Decay Channel
LeptoQuark (LQ) 80 $$ LQ \rightarrow b \tau $$
Neutral Scalar Boson (A) 50 $$ A \rightarrow Z Z \rightarrow l^+ l^- l^+ l^- $$
Scalar Boson (h^0) 60 $$ h^0 \rightarrow \tau \tau $$
Charged Scalar Boson (h^{\pm}) 60 $$ h^0 \rightarrow \tau \nu $$

Some results

input

mseloss

roc

References/Datasets:

Dataset from https://mpp-hep.github.io/ADC2021/ Code Structure is motivated from https://github.com/mpp-hep/ADC2021-examplecode