SEP 4, 2026 · PREPRINT
A Differentiable Neural Surrogate for Photon Propagation in Neutrino Telescopes
arXiv
A proof-of-concept computational method demonstrating feasibility and performance metrics against simulation benchmarks, but lacking validation against real detector data, peer review, or demonstration of clinical/scientific decision impact.
Reported
Speedup factor50–100×
Median yield accuracy2%
Timing distribution performanceat MC statistical floor