MMOct, 2022
深度神经网络作为拓扑量子神经网络的半经典极限:泛化问题
Deep Neural Networks as the Semi-classical Limit of Topological Quantum Neural Networks: The problem of generalisation
Antonino Marciano, Deen Chen, Filippo Fabrocini, Chris Fields, Matteo Lulli...
TL;DR基于拓扑量子场论的监督学习新框架被应用于理解深度神经网络的泛化问题。从拓扑量子神经网络的半经典极限解释了深度神经网络在训练阶段的过度拟合行为及相应的泛化能力。