Towards foundation-style models for energy-frontier heterogeneous neutrino detectors via self-supervised pretraining

Accelerator-based neutrino physics is entering an energy-frontier regime in which interactions reach the tera-electronvolt scale and produce exceptionally dense, overlapping detector signatures.