Analytical Guarantees on Numerical Precision of Deep Neural Networks

Charbel Sakr, Yongjune Kim, Naresh R. Shanbhag

Abstract: The acclaimed successes of neural networks often overshadow their tremendous complexity. We focus on numerical precision – a key parameter defining the complexity of neural networks. First, we pres...