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This article demonstrates that convolutional operation can be converted to matrix multiplication, which has the same calculation way with fully connected layer.
Multidimensional convolution via a 1D convolution algorithm
Mostafa Naghizadeh and Mauricio D Sacchi · 2009
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Mnist handwritten digit database
Yann LeCun, Corinna Cortes, and Christopher JC Burges · 2010
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Adam: A Method for Stochastic Optimization
Diederik P. Kingma and Jimmy Ba · 2014
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Weight uncertainty in neural networks
Charles Blundell, Julien Cornebise, Koray Kavukcuoglu, and Daan Wierstra · 2015
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Net2Net: Accelerating learning via knowledge transfer
Tianqi Chen, Ian Goodfellow, and Jonathon Shlens · 2015
Earlier work this paper cites.
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2015
Cited alongside, same era.
CS231n: Convolutional neural networks for visual recognition
Fei-Fei Li, Andrej Karpathy, and Justin Johnson · 2015
Cited alongside, same era.
Going deeper with convolutions
Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, and Andrew Rabinovich · 2015
Cited alongside, same era.
Matconvnet: Convolutional neural networks for matlab
Andrea Vedaldi and Karel Lenc · 2015
Cited alongside, same era.
A guide to convolution arithmetic for deep learning
Vincent Dumoulin and Francesco Visin · 2016
Cited alongside, same era.
Uncertainty in deep learning
Yarin Gal · 2016
Later among the works it cites.
Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2016
Later among the works it cites.
Network morphism
Tao Wei, Changhu Wang, Yong Rui, and Chang Wen Chen · 2016
Later among the works it cites.
DoReFa-Net: Training low bitwidth convolutional neural networks with low bitwidth gradients
Shuchang Zhou, Yuxin Wu, Zekun Ni, Xinyu Zhou, He Wen, and Yuheng Zou · 2016
Later among the works it cites.
Yarin Gal, Jiri Hron, and Alex Kendall · 2017
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