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Malicious software, or malware, presents a continuously evolving challenge in computer security.
Learning long-term dependencies with gradient descent is difficult
Y. Bengio, P. Simard, and P. Frasconi · 1994
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Convolutional networks for images speech and time series
Yann LeCun and Yoshua Bengio · 1995
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Long short-term memory
Sepp Hochreiter and Jurgen Schmidhuber · 1997
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The vanishing gradient problem during learning recurrent neural nets and problem solutions
Sepp Hochreiter · 1998
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Learning to Forget: Continual Prediction with LSTM
Felix A Gers Jj, Urgen Schmidhuber, and Fred Cummins · 1999
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Profile hidden markov models and metamorphic virus detection
Srilatha Attaluri, Scott McGhee, and Mark Stamp · 2009
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Defective mcafee update causes worldwide meltdown of xp pcs, Apr 2010
Ed Bott · 2010
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Evaluation of pooling operations in convolutional architectures for object recognition
Dominik Scherer, Andreas Müller, and Sven Behnke · 2010
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Flexible, high performance convolutional neural networks for image classification
Dan C. Cireşan, Ueli Meier, Jonathan Masci, Luca M. Gambardella, and Jürgen Schmidhuber · 2011
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Imagenet classification with deep convolutional neural networks
Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton · 2012
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Hybrid speech recognition with Deep Bidirectional LSTM
Alex Graves, Navdeep Jaitly, and Abdel-rahman Mohamed · 2013
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Speech recognition with deep recurrent neural networks
Alex Graves, Abdel-rahman Mohamed, and Geoffrey E. Hinton · 2013
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Leveraging String Kernels for Malware Detection
Jonas Pfoh, Christian Schneider, and Claudia Eckert · 2013
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Neural Machine Translation by Jointly Learning to Align and Translate
Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Bengio · 2014
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Neural Turing Machines
Alex Graves, Greg Wayne, and Ivo Danihelka · 2014
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Adam: A Method for Stochastic Optimization
Diederik P. Kingma and Jimmy Ba · 2014
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Memory Networks
Jason Weston, Sumit Chopra, and Antoine Bordes · 2014
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A Convolutional Encoder Model for Neural Machine Translation
Jonas Gehring, Michael Auli, David Grangier, and Yann N. Dauphin · 2016
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Hybrid computing using a neural network with dynamic external memory
Alex Graves, Greg Wayne, and Et al · 2016
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Deep learning for classification of malware system call sequences
Bojan Kolosnjaji, Apostolis Zarras, George Webster, and Claudia Eckert · 2016
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Crafting adversarial input sequences for recurrent neural networks
Nicolas Papernot, Patrick McDaniel, Ananthram Swami, and Richard Harang · 2016
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Malware detection with deep neural network using process behavior
S. Tobiyama, Y. Yamaguchi, H. Shimada, T. Ikuse, and T. Yagi · 2016
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Malware classification with lstm and gru language models and a character-level cnn
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TensorFlow: Large-scale machine learning on heterogeneous systems, 2015
Martín Abadi, Ashish Agarwal, Paul Barham, et al · 2015
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Malware classification with recurrent networks
R. Pascanu, J. W. Stokes, H. Sanossian, M. Marinescu, and A. Thomas · 2015
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Imagenet large scale visual recognition challenge
Olga Russakovsky, Jia Deng, Hao Su, Jonathan Krause, Sanjeev Satheesh, Sean Ma, Zhiheng Huang, Andrej Karpathy, Aditya Khosla, Michael Bernstein, et al · 2015
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Pointer Networks
Oriol Vinyals, Meire Fortunato, and Navdeep Jaitly · 2015
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Show, Attend and Tell: Neural Image Caption Generation with Visual Attention
Kelvin Xu, Jimmy Ba, Ryan Kiros, Kyunghyun Cho, Aaron Courville, Ruslan Salakhutdinov, Richard Zemel, and Yoshua Bengio · 2015
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DeepSign: Deep Learning for Automatic Malware Signature Generation and Classification *
Omid E David and Nathan S Netanyahu
Cited in the paper.
B. Athiwaratkun and J. W. Stokes · 2017
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Convolutional Sequence to Sequence Learning
Jonas Gehring, Michael Auli, David Grangier, Denis Yarats, and Yann N. Dauphin · 2017
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Empowering convolutional networks for malware classification and analysis
Bojan Kolosnjaji, Ghadir Eraisha, George Webster, Apostolis Zarras, and Claudia Eckert · 2017
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Malware Detection by Eating a Whole EXE
E. Raff, J. Barker, J. Sylvester, R. Brandon, B. Catanzaro, and C. Nicholas · 2017
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Neural classification of malicious scripts: A study with javascript and vbscript
Jack W. Stokes, Rakshit Agrawal, and Geoff McDonald · 2018
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