On decision regions of narrow deep neural networks

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On decision regions of narrow deep neural networks

Neural Networks (NN), 2018

3 July 2018

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Papers citing "On decision regions of narrow deep neural networks"

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Title
An in-depth look at approximation via deep and narrow neural networks Joris Dommel Sven A. Wegner 84 0 0 08 Oct 2025
Minimum Width of Leaky-ReLU Neural Networks for Uniform Universal ApproximationInternational Conference on Machine Learning (ICML), 2023 Liang Li Yifei Duan Guanghua Ji Yongqiang Cai MLT 210 17 0 29 May 2023
Topological properties of basins of attraction and expressiveness of width bounded neural networks H. Beise S. Cruz 217 0 0 10 Nov 2020
On transversality of bent hyperplane arrangements and the topological expressiveness of ReLU neural networks J. E. Grigsby Kathryn A. Lindsey 210 34 0 20 Aug 2020
Some Geometrical and Topological Properties of DNNs' Decision Boundaries Bo Liu Mengya Shen AAML 188 3 0 07 Mar 2020
On the Decision Boundaries of Neural Networks: A Tropical Geometry PerspectiveIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Motasem Alfarra Adel Bibi Hasan Hammoud M. Gaafar Guohao Li 121 31 0 20 Feb 2020
Universal Approximation with Deep Narrow NetworksAnnual Conference Computational Learning Theory (COLT), 2019 Patrick Kidger Terry Lyons 266 383 0 21 May 2019
Empirical Bounds on Linear Regions of Deep Rectifier Networks Thiago Serra Srikumar Ramalingam 276 43 0 08 Oct 2018