• Corpus ID: 237386415

Building Compact and Robust Deep Neural Networks with Toeplitz Matrices

@article{Araujo2021BuildingCA,
  title={Building Compact and Robust Deep Neural Networks with Toeplitz Matrices},
  author={Alexandre Araujo},
  journal={ArXiv},
  year={2021},
  volume={abs/2109.00959}
}
Deep neural networks are state-of-the-art in a wide variety of tasks, however, they exhibit important limitations which hinder their use and deployment in real-world applications. When developing and training neural networks, the accuracy should not be the only concern, neural networks must also be cost-effective and reliable. Although accurate, large neural networks often lack these properties. This thesis focuses on the problem of training neural networks which are not only accurate but also…