Deep regularization and direct training of the inner layers of Neural Networks with Kernel Flows

19 February 2020

Papers citing "Deep regularization and direct training of the inner layers of Neural Networks with Kernel Flows"

17 / 17 papers shown

Title
Prevalence of Neural Collapse during the terminal phase of deep learning training Vardan Papyan Xuemei Han D. Donoho 88 563 0 18 Aug 2020
Learning dynamical systems from data: a simple cross-validation perspective B. Hamzi H. Owhadi 38 39 0 09 Jul 2020
Consistency of Empirical Bayes And Kernel Flow For Hierarchical Parameter Estimation Yifan Chen H. Owhadi Andrew M. Stuart 50 31 0 22 May 2020
Cold Case: The Lost MNIST Digits Chhavi Yadav Léon Bottou 26 105 0 25 May 2019
Wide Neural Networks of Any Depth Evolve as Linear Models Under Gradient Descent Jaehoon Lee Lechao Xiao S. Schoenholz Yasaman Bahri Roman Novak Jascha Narain Sohl-Dickstein Jeffrey Pennington 122 1,089 0 18 Feb 2019
Do ImageNet Classifiers Generalize to ImageNet? Benjamin Recht Rebecca Roelofs Ludwig Schmidt Vaishaal Shankar OOD SSeg VLM 73 1,693 0 13 Feb 2019
Regularization Matters: Generalization and Optimization of Neural Nets v.s. their Induced Kernel Colin Wei Jason D. Lee Qiang Liu Tengyu Ma 100 245 0 12 Oct 2018
Kernel Flows: from learning kernels from data into the abyss H. Owhadi G. Yoo 41 89 0 13 Aug 2018
Neural Tangent Kernel: Convergence and Generalization in Neural Networks Arthur Jacot Franck Gabriel Clément Hongler 159 3,160 0 20 Jun 2018
Do CIFAR-10 Classifiers Generalize to CIFAR-10? Benjamin Recht Rebecca Roelofs Ludwig Schmidt Vaishaal Shankar OOD FedML ELM 91 409 0 01 Jun 2018
BranchyNet: Fast Inference via Early Exiting from Deep Neural Networks Surat Teerapittayanon Bradley McDanel H. T. Kung UQCV 49 1,126 0 06 Sep 2017
Wide Residual Networks Sergey Zagoruyko N. Komodakis 239 7,951 0 23 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.2K 192,638 0 10 Dec 2015
Deep Kernel Learning A. Wilson Zhiting Hu Ruslan Salakhutdinov Eric Xing BDL 172 882 0 06 Nov 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 271 43,154 0 11 Feb 2015
Bayesian Numerical Homogenization H. Owhadi 57 234 0 25 Jun 2014
Cross Validation and Maximum Likelihood estimations of hyper-parameters of Gaussian processes with model misspecification François Bachoc 53 227 0 18 Jan 2013