BriefGPT.xyz
Jun, 2020
粒子物理学中的Lorentz群等变神经网络
Lorentz Group Equivariant Neural Network for Particle Physics
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Alexander Bogatskiy, Brandon Anderson, Jan T. Offermann, Marwah Roussi, David W. Miller...
TL;DR
本文介绍一种基于洛伦兹群的有等变性的神经网络体系结构,其用于分类任务在粒子物理学中表现出的结果优于卷积神经网络和点云方法。
Abstract
We present a
neural network
architecture that is fully equivariant with respect to transformations under the
lorentz group
, a fundamental symmetry of space and time in physics. The architecture is based on the th
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