The ATLAS Detector as a Muon Fixed-Target Experiment: Using Generative Models to Simulate Muonic Force Carriers

Greater luminosities of future Large Hadron Collider runs will demand an unprecedented number of event simulations. Computationally that would be an extremely demanding task. Hence new approaches for such undertakes are required. In recent years the usage of generative models for event simulation has become a common practice. A new experiment on the measurement of the g-Factor of the anomalistic magnetic moment of the muon will be conducted on FASER. We present a Generative Adversarial Network for fast event simulation for the experiment.