On the Depth of Deep Neural Networks: A Theoretical View

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On the Depth of Deep Neural Networks: A Theoretical View

17 June 2015

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Papers citing "On the Depth of Deep Neural Networks: A Theoretical View"

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Title
Certified Robust Models with Slack Control and Large Lipschitz Constants M. Losch David Stutz Bernt Schiele Mario Fritz 170 4 0 12 Sep 2023
The Missing Margin: How Sample Corruption Affects Distance to the Boundary in ANNs Marthinus W. Theunissen Coenraad Mouton Marelie Hattingh Davel 129 1 0 14 Feb 2023
Pairwise Margin Maximization for Deep Neural NetworksInternational Conference on Machine Learning and Applications (ICMLA), 2021 Berry Weinstein Shai Fine Y. Hel-Or 88 0 0 09 Oct 2021
Contrastive Learning for Label-Efficient Semantic SegmentationIEEE International Conference on Computer Vision (ICCV), 2020 Xiangyu Zhao Raviteja Vemulapalli Philip Mansfield Boqing Gong Bradley Green Lior Shapira Ying Nian Wu SSL SSeg 539 197 0 13 Dec 2020
Margin-Based Regularization and Selective Sampling in Deep Neural Networks Berry Weinstein Shai Fine Y. Hel-Or MQ 118 2 0 13 Sep 2020
On Symmetry and Initialization for Neural NetworksLatin American Symposium on Theoretical Informatics (LATIN), 2019 Ido Nachum Amir Yehudayoff MLT 110 6 0 01 Jul 2019
Controlling Neural Level SetsNeural Information Processing Systems (NeurIPS), 2019 Matan Atzmon Niv Haim Lior Yariv Ofer Israelov Haggai Maron Y. Lipman AI4CE 139 129 0 28 May 2019
Predicting the Generalization Gap in Deep Networks with Margin Distributions Yiding Jiang Dilip Krishnan H. Mobahi Samy Bengio UQCV 294 214 0 28 Sep 2018
Large Margin Deep Networks for ClassificationNeural Information Processing Systems (NeurIPS), 2018 Gamaleldin F. Elsayed Dilip Krishnan H. Mobahi Kevin Regan Samy Bengio MQ 216 311 0 15 Mar 2018
Fast learning rate of deep learning via a kernel perspective Taiji Suzuki 137 6 0 29 May 2017
Robust Large Margin Deep Neural Networks Jure Sokolić Raja Giryes Guillermo Sapiro M. Rodrigues 349 323 0 26 May 2016