Better Depth-Width Trade-offs for Neural Networks through the lens of Dynamical Systems

2 March 2020

Papers citing "Better Depth-Width Trade-offs for Neural Networks through the lens of Dynamical Systems"

4 / 4 papers shown

Title
Expressivity of Neural Networks via Chaotic Itineraries beyond Sharkovsky's Theorem Clayton Sanford Vaggos Chatziafratis 14 1 0 19 Oct 2021
The Connection Between Approximation, Depth Separation and Learnability in Neural Networks Eran Malach Gilad Yehudai Shai Shalev-Shwartz Ohad Shamir 21 20 0 31 Jan 2021
On the Number of Linear Functions Composing Deep Neural Network: Towards a Refined Definition of Neural Networks Complexity Yuuki Takai Akiyoshi Sannai Matthieu Cordonnier 67 4 0 23 Oct 2020
Benefits of depth in neural networks Matus Telgarsky 148 602 0 14 Feb 2016