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

Best practices for Convolutional Neural Networks applied to visual document analysis

P.Y. Simard, D. Steinkraus, and J. Platt · 2003

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80 million tiny images: A large data set for nonparametric object and scene recognition

A. Torralba, R. Fergus, and W.T. Freeman · 2008

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Dropout: A simple way to prevent neural networks from overfitting

N. Srivastava, G. Hinton, A. Krizhevsky, I. Sutskever, and R. Salakhutdinov · 2014

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Batch Normalization: Accelerating deep network training by reducing internal covariate shift

Original

S. Ioffe and C. Szegedy · 2015

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Wide Residual Networks

S. Zagoruyko and N. Komodakis · 2016

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Neural tangent kernel: Convergence and generalization in neural networks

A. Jacot, F. Gabriel, and C. Hongler · 2018

Cited alongside, same era.

Do CIFAR-10 classifiers generalize to CIFAR-10?

Original

B. Recht, R. Roelofs, L. Schmidt, and V. Shankar · 2018

Cited alongside, same era.

https://github.com/GoogleCloudPlatform/tensorflow-without-a-phd

Tensorflow and deep learning without a PhD · 2019

Cited alongside, same era.

Wide neural networks of any depth evolve as linear models under gradient descent

J. Lee, L. Xiao, S. Schoenholz, Y. Bahri, R. Novak, J. Sohl-Dickstein, and J. Pennington · 2019

Cited alongside, same era.

Operator-Adapted Wavelets, Fast Solvers, and Numerical Homogenization: From a Game Theoretic Approach to Numerical Approximation and Algorithm Design

H. Owhadi and C. Scovel · 2019

Cited alongside, same era.

Kernel Flows: From learning kernels from data into the abyss

H. Owhadi and G.R. Yoo · 2019

Later among the works it cites.

Do ImageNet classifiers generalize to ImageNet?

Original

Roelofs R. Schmidt L. Shankar V. Recht, B · 2019

Later among the works it cites.

Cold case: The lost MNIST digits

Yadav and L. C., Bottou · 2019

Later among the works it cites.

https://github.com/dalgu90/wrn-tensorflow

wrn-tensorflow · 2020

Closest in time.

https://www.kaggle.com/cdeotte/how-to-choose-cnn-architecture-mnist

How to choose CNN Architecture MNIST · 2020

Closest in time.