论文标题
通过解释通过解决方案结构
On an Interpretation of ResNets via Solution Constructions
论文作者
论文摘要
本文首先通过栅极网络控件和深层分类的原理构建了用于多类分类的重置解决方案的典型解决方案,从中给出了Resnet体系结构的一般解释,并解释了性能机制。然后,我们使用更多的解决方案进一步证明了该解释的普遍性。证明了重新NET的通用 - 抗氧化能力。
This paper first constructs a typical solution of ResNets for multi-category classifications by the principle of gate-network controls and deep-layer classifications, from which a general interpretation of the ResNet architecture is given and the performance mechanism is explained. We then use more solutions to further demonstrate the generality of that interpretation. The universal-approximation capability of ResNets is proved.