2 papers
stat.ML2025
Random ReLU Neural Networks as Non-Gaussian Processes
Rahul Parhi, Pakshal Bohra, Ayoub El Biari +2
We consider a large class of shallow neural networks with randomly initialized parameters and rectified linear unit activation functions. We prove that these random neural networks…
stat.ML2025
Function-Space Optimality of Neural Architectures with Multivariate Nonlinearities
Rahul Parhi, Michael Unser
We investigate the function-space optimality (specifically, the Banach-space optimality) of a large class of shallow neural architectures with multivariate nonlinearities/activatio…