Toward Unified Deep Learning Models for Simulation and PID in Imaging Cherenkov Detectors

• Cristiano Fanelli (William & Mary)
• James Giroux (W&M)

The authors will present findings from the following recent publications: - Generative Models for Fast Simulation of Cherenkov Detectors at the Electron-Ion Collider — [arXiv:2504.19042][1] - Towards Foundation Models for Experimental Readout Systems Combining Discrete and Continuous Data - [arXiv:2505.08736][2] [1]: https://arxiv.org/abs/2504.19042 [2]: https://arxiv.org/pdf/2505.08736

A GEANT4-based Monte Carlo model for MCPs

• Georgios Konstantinou (CERN - PH/ESE)