2 papers
cs.LG2019
Vector Field Neural Networks
Daniel Vieira, Joao Paixao
This work begins by establishing a mathematical formalization between different geometrical interpretations of Neural Networks, providing a first contribution. From this starting p…
cs.LG2018
Vector Field Based Neural Networks
Daniel Vieira, Fabio Rangel, Fabricio Firmino +1
A novel Neural Network architecture is proposed using the mathematically and physically rich idea of vector fields as hidden layers to perform nonlinear transformations in the data…