← Search

Oguz Elibol

2 accepted papers

2019

Untangling in Invariant Speech Recognition

NeurIPS 2019poster

Encouraged by the success of deep convolutional neural networks on a variety of visual tasks, much theoretical and experimental work has been aimed at understanding and interpreting how vision networks operate. At the same time, deep neural networks have also achieved impressive performance in audi…

2017

Flexpoint: An Adaptive Numerical Format for Efficient Training of Deep Neural Networks

NeurIPS 2017poster

Deep neural networks are commonly developed and trained in 32-bit floating point format. Significant gains in performance and energy efficiency could be realized by training and inference in numerical formats optimized for deep learning. Despite advances in limited precision inference in recent year…