Topology of deep neural networks

13 April 2020

Papers citing "Topology of deep neural networks"

9 / 9 papers shown

Title
A Relative Homology Theory of Representation in Neural Networks Kosio Beshkov 167 0 0 17 Feb 2025
Semiring Activation in Neural Networks B. Smets Peter D. Donker Jim W. Portegies LLMSV 72 0 0 29 May 2024
Neural Persistence: A Complexity Measure for Deep Neural Networks Using Algebraic Topology Bastian Rieck Matteo Togninalli Christian Bock Michael Moor Max Horn Thomas Gumbsch Karsten Borgwardt 82 111 0 23 Dec 2018
Topological Data Analysis of Decision Boundaries with Application to Model Selection Karthikeyan N. Ramamurthy Kush R. Varshney Krishnan Mody 51 40 0 25 May 2018
Chatter Classification in Turning Using Machine Learning and Topological Data Analysis Firas A. Khasawneh E. Munch Jose A. Perea 33 60 0 23 Mar 2018
On Characterizing the Capacity of Neural Networks using Algebraic Topology William H. Guss Ruslan Salakhutdinov 86 90 0 13 Feb 2018
Deep Learning with Limited Numerical Precision Suyog Gupta A. Agrawal K. Gopalakrishnan P. Narayanan HAI 209 2,049 0 09 Feb 2015
On the Number of Linear Regions of Deep Neural Networks Guido Montúfar Razvan Pascanu Kyunghyun Cho Yoshua Bengio 96 1,256 0 08 Feb 2014
Understanding Deep Architectures using a Recursive Convolutional Network David Eigen J. Rolfe Rob Fergus Yann LeCun AI4CE FAtt 104 146 0 06 Dec 2013