Higgs Signal Strength Estimation with Machine Learning under Systematic Uncertainties

Minxuan He, Claudius Krause, Daohan Wang

We present a dedicated graph neural network (GNN)-based methodology for the extraction of the Higgs boson signal strength $\hat{I}¼$, incorporating systematic uncertainties. The architec…