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

Accelerator-based neutrino physics is entering an energy-frontier regime in which interactions reach the TeV scale and produce exceptionally dense, overlapping detector signatures. In this regime, event interpretation becomes impractical for conventional reconstruction approaches, particularly when