Anomaly-Detection

Dataset

Standard Model Background

Processes:

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