A transformer-encoded spherical normalizing flow achieves state-of-the-art angular resolution for IceCube neutrino tracks and showers, improving median resolution by factors of 1.3-2.5 over B-spline likelihoods at 100 TeV and outperforming prior ML methods for muons.
Evidence for neutrino emission from the nearby active galaxy NGC 1068.Science, 378(6619):538–543, 2022
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IceCube presents recent observational results on neutrino sources, diffuse flux composition, atmospheric backgrounds, and dark matter signals.
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Neural posterior estimation of the neutrino direction in IceCube using transformer-encoded normalizing flows on the sphere
A transformer-encoded spherical normalizing flow achieves state-of-the-art angular resolution for IceCube neutrino tracks and showers, improving median resolution by factors of 1.3-2.5 over B-spline likelihoods at 100 TeV and outperforming prior ML methods for muons.
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Latest results from the IceCube Neutrino Observatory
IceCube presents recent observational results on neutrino sources, diffuse flux composition, atmospheric backgrounds, and dark matter signals.