Pan Zhong

Group Action Equivariance and Generalized Convolution in Multi-layer Neural Networks

Convolutional neural networks have achieved great success in speech, image, and video signal processing tasks in recent years. There have been several attempts to justify the convolutional architecture and to generalize the convolution operation for treatment of other data types such as graphs and m…