Depth-Width Trade-offs for Neural Networks via Topological Entropy

15 October 2020

Papers citing "Depth-Width Trade-offs for Neural Networks via Topological Entropy"

6 / 6 papers shown

Title
Data Topology-Dependent Upper Bounds of Neural Network Widths Sangmin Lee Jong Chul Ye 30 0 0 25 May 2023
Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis Wuyang Chen Wei Huang Xinyu Gong Boris Hanin Zhangyang Wang 40 7 0 11 May 2022
Expressivity of Neural Networks via Chaotic Itineraries beyond Sharkovsky's Theorem Clayton Sanford Vaggos Chatziafratis 16 1 0 19 Oct 2021
Depth separation beyond radial functions Luca Venturi Samy Jelassi Tristan Ozuch Joan Bruna 30 15 0 02 Feb 2021
On the statistical complexity of quantum circuits Kaifeng Bu D. E. Koh Lu Li Qingxian Luo Yaobo Zhang 53 43 0 15 Jan 2021
Benefits of depth in neural networks Matus Telgarsky 179 604 0 14 Feb 2016