Fetching the paper…
Reading the bibliography…
Testing the implementation of deep learning systems and their training routines is crucial to maintain a reliable code base.
“The effect of training set size and composition on artificial neural network classification”
G.M. Foody, M.. McCulloch and W.. Yates · 1995
Earlier work this paper cites.
“A sample set condensation algorithm for the class sensitive artificial neural network”
C.. Chen and Adam Jóźwik · 1996
Earlier work this paper cites.
“Reduction techniques for instance-based learning algorithms”
D. Wilson and Tony. Martinez · 2000
Earlier work this paper cites.
“High training set size reduction by space partitioning and prototype abstraction”
J.S.. Sánchez · 2004
Earlier work this paper cites.
“k-means++: The advantages of careful seeding”
David Arthur and Sergei Vassilvitskii · 2007
Earlier work this paper cites.
“Properties of Machine Learning Applications for Use in Metamorphic Testing”
Christian Murphy, Gail Kaiser, Lifeng Hu and Leon Wu · 2008
Earlier work this paper cites.
“Convolutional Networks and Applications in Vision”
Yann Lecun and Koray Kavukcuoglu · 2010
Earlier work this paper cites.
“An Analysis and Survey of the Development of Mutation Testing”
Yue Jia and M Harman · 2011
Earlier work this paper cites.
“Practical Recommendations for Gradient-Based Training of Deep Architectures”
Yoshua Bengio · 2012
Earlier work this paper cites.
“A few useful things to know about machine learning”
Pedro Domingos · 2012
Earlier work this paper cites.
“An Introduction to Statistical Learning”, 2013
Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani · 2013
Cited alongside, same era.
“The CIFAR-10 dataset”
Alex Krizhevsky, Vinod Nair and Geoffrey Hinton · 2014
Cited alongside, same era.
“One weird trick for parallelizing convolutional neural networks”, 2014
Alex Krizhevsky · 2014
Cited alongside, same era.
“Deep Residual Learning for Image Recognition”
Kaiming He, Xiangyu Zhang, Shaoqing Ren and Jian Sun · 2015
Cited alongside, same era.
“Very Deep Convolutional Networks for Large-Scale Image Recognition”
Karen Simonyan and Andrew Zisserman · 2015
Cited alongside, same era.
“Identity mappings in deep residual networks”
Kaiming He, Xiangyu Zhang, Shaoqing Ren and Jian Sun · 2016
Cited alongside, same era.
“Metamorphic Testing: A Review of Challenges and Opportunities”
Tsong Chen et al · 2017
Later among the works it cites.
“DeepXplore: Automated Whitebox Testing of Deep Learning Systems”
Kexin Pei, Yinzhi Cao, Junfeng Yang and Suman Jana · 2017
Later among the works it cites.
“Identifying implementation bugs in machine learning based image classifiers using metamorphic testing”
Anurag Dwarakanath et al · 2018
Later among the works it cites.
“Compiler fuzzing through deep learning”
Chris Cummins, Pavlos Petoumenos, Alastair Murray and Hugh Leather · 2018
Later among the works it cites.
“Risk-based Testing of Self-Adaptive Systems using Run-Time Predictions”
Andre Reichstaller and Alexander Knapp · 2018
Later among the works it cites.
“Improving problem identification via automated log clustering using dimensionality reduction”
Carl Rosenberg and Leon Moonen · 2018
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
“SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and ¡0.5MB model size”, 2016
Forrest. Iandola et al · 2016
Cited alongside, same era.
“CS231n: Convolutional Neural Networks for Visual Recognition”, 2016
Andrej Karpathy · 2016
Cited alongside, same era.
“Reinforcement Learning for Automatic Test Case Prioritization and Selection in Continuous Integration”
Helge Spieker, Arnaud Gotlieb, Dusica Marijan and Morten Mossige · 2017
Cited alongside, same era.
Later among the works it cites.
“Multiple-Implementation Testing of Supervised Learning Software”
Siwakorn Srisakaokul et al · 2018
Later among the works it cites.
“DeepMutation: Mutation Testing of Deep Learning Systems”
Lei Ma et al · 2018
Later among the works it cites.
“Mutation Testing Advances: An Analysis and Survey”
Mike Papadakis et al · 2018
Later among the works it cites.