Piecewise Linear Multilayer Perceptrons and Dropout

This work addresses performance enhancement for MLPs in image classification, but appears incremental as it builds on existing architectures.

The authors tackled the problem of improving multilayer perceptron (MLP) performance by proposing a new hidden layer type, achieving the best reported performance for an MLP on the MNIST dataset.