Deep Neural Networks with Multi-Branch Architectures Are Less Non-Convex

Hongyang Zhang, Junru Shao, Ruslan Salakhutdinov

Several recently proposed architectures of neural networks such as ResNeXt, Inception, Xception, SqueezeNet and Wide ResNet are based on the designing idea of having multiple branc…