Trigger-Level Event Reconstruction for Neutrino Telescopes Using Sparse Submanifold Convolutional Neural Networks

no code implementations • 15 Mar 2023 • Felix J. Yu, Jeffrey Lazar, Carlos A. Argüelles

Convolutional neural networks (CNNs) have seen extensive applications in scientific data analysis, including in neutrino telescopes.

The Future of High-Energy Astrophysical Neutrino Flavor Measurements

no code implementations • 23 Dec 2020 • Ningqiang Song, Shirley Weishi Li, Carlos A. Argüelles, Mauricio Bustamante, Aaron C. Vincent

We critically examine the ability of future neutrino telescopes, including Baikal-GVD, KM3NeT, P-ONE, TAMBO, and IceCube-Gen2, to determine the flavor composition of high-energy astrophysical neutrinos, ie, the relative number of $\nu_e$, $\nu_\mu$, and $\nu_\tau$, in light of improving measurements of the neutrino mixing parameters.

High Energy Physics - Phenomenology High Energy Astrophysical Phenomena

$χ$aro$ν$: a tool for neutrino flux generation from WIMPs

2 code implementations • 29 Jul 2020 • Qinrui Liu, Jeffrey Lazar, Carlos A. Argüelles, Ali Kheirandish

Indirect searches for signatures of corpuscular dark matter have been performed using all cosmic messengers: gamma rays, cosmic rays, and neutrinos.

High Energy Physics - Phenomenology High Energy Astrophysical Phenomena

A binned likelihood for stochastic models

3 code implementations • 15 Jan 2019 • Carlos A. Argüelles, Austin Schneider, Tianlu Yuan

Metrics of model goodness-of-fit, model comparison, and model parameter estimation are the main categories of statistical problems in science.

Data Analysis, Statistics and Probability Instrumentation and Methods for Astrophysics High Energy Physics - Experiment

Testing New Physics Explanations of MiniBooNE Anomaly at Neutrino Scattering Experiments

1 code implementation • 20 Dec 2018 • Carlos A. Argüelles, Matheus Hostert, Yu-Dai Tsai

Testable neutrino mass generation models have recently been proposed as a solution to the MiniBooNE excess.

High Energy Physics - Phenomenology

High-energy neutrino attenuation in the Earth and its associated uncertainties

1 code implementation • 29 Jun 2017 • Aaron C. Vincent, Carlos A. Argüelles, Ali Kheirandish

We describe $\nu$FATE: Neutrino Fast Attenuation Through Earth, a very rapid method of accurately computing the attenuation of high-energy neutrinos during their passage through Earth to detectors such as IceCube, ANTARES or KM3Net, including production of secondary neutrinos from $\tau^\pm$ lepton decay.

High Energy Physics - Phenomenology High Energy Astrophysical Phenomena