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Abstract — v1

We report on a measurement of astrophysical tau neutrinos with 9.7 years of IceCube data. Using convolutional neural networks trained on images derived from simulated events, seven candidate ντν_τ events were found with visible energies ranging from roughly 20 TeV to 1 PeV and a median expected parent ντν_τ energy of about 200 TeV. Considering backgrounds from astrophysical and atmospheric neutrinos, and muons from π±/K±π^\pm/K^\pm decays in atmospheric air showers, we obtain a total estimated background of about 0.5 events, dominated by non-ντν_τ astrophysical neutrinos. Thus, we rule out the absence of astrophysical ντν_τ at the 5σ5σ level. The measured astrophysical ντν_τ flux is consistent with expectations based on previously published IceCube astrophysical neutrino flux measurements and neutrino oscillations.

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