QuadConv: Quadrature-Based Convolutions with Applications to Non-Uniform PDE Data Compression

Kevin Doherty, Cooper Simpson, Stephen Becker +1

We present a new convolution layer for deep learning architectures which we call QuadConv -- an approximation to continuous convolution via quadrature. Our operator is developed ex…