astro-ph.HE · 2026-09-07 · No. 108
High Energy Astrophysical Phenomena, 2026-09-07.
1 new papers in astro-ph.HE. Titles, authors,
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01 — The papers
1 entries-
01
A Differentiable Neural Surrogate for Photon Propagation in Neutrino Telescopes
Felix J. Yu, Berthy T. Feng, Nicholas Kamp, Carlos A. Argüelles
astro-ph.HE · cs.LG · hep-ex
Large-volume neutrino telescopes infer neutrino properties from Cherenkov light, but simulating the transport of billions of photons through highly scattering ice or water is computationally costly. We introduce candela, a differentiable SIREN neural field that learns the photon Green's function of the IceCube Neutrino Observatory, a cubic-kilometer detector embedded in Antarctic glacial ice. Given a point-like energy deposit and sensor, it...
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