Search Results for author: Kasun Vithanage

Found 4 papers, 0 papers with code

End-To-End Data-Dependent Routing in Multi-Path Neural Networks

no code implementations6 Jul 2021 Dumindu Tissera, Rukshan Wijessinghe, Kasun Vithanage, Alex Xavier, Subha Fernando, Ranga Rodrigo

Having multiple parallel convolutional/dense operations in each layer solves this problem, but without any context-dependent allocation of resources among these operations: the parallel computations tend to learn similar features making the widening process less effective.

Feature-Dependent Cross-Connections in Multi-Path Neural Networks

no code implementations24 Jun 2020 Dumindu Tissera, Kasun Vithanage, Rukshan Wijesinghe, Kumara Kahatapitiya, Subha Fernando, Ranga Rodrigo

As opposed to conventional network widening, multi-path architectures restrict the quadratic increment of complexity to a linear scale.

Cannot find the paper you are looking for? You can Submit a new open access paper.