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A Novel Type of Neural Network Comes to the Aid of Big Physics

7 points| tinmandespot | 2 years ago |wired.com

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sarosh|2 years ago

The paper, Trigger-Level Event Reconstruction for Neutrino Telescopes Using Sparse Submanifold Convolutional Neural Networks, is here https://arxiv.org/abs/2303.08812.

The crucial advantage of SSCNN are that they "replaces traditional convolutions with sparse submanifold convolutions" which operate "only on the non-zero elements" and creates efficiencies.