Shikha Singh

How to Train Your Deep Neural Network with Dictionary Learning

2016 · arXiv (Cornell University)

Currently there are two predominant ways to train deep neural networks. The first one uses restricted Boltzmann machine (RBM) and the second one autoencoders. RBMs are stacked in layers to form deep belief network (DBN); …

Efficient Rational Proofs with Strong Utility-Gap Guarantees

2018 · arXiv (Cornell University)

As modern computing moves towards smaller devices and powerful cloud platforms, more and more computation is being delegated to powerful service providers. Interactive proofs are a widely-used model to design efficient protocols for verifiable computation …