Learning and Generating Distributed Routing Protocols Using Graph-Based Deep Learning

Author:

Geyer Fabien1,Carle Georg1

Affiliation:

1. Technical University of Munich, Garching b. München, Germany

Funder

German Federal Ministry of Education and Research

German-French Academy for the Industry of the Future

High-Performance Center for Secure Networked Systems

Publisher

ACM

Reference28 articles.

1. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dan Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. (2015). http://tensorflow.org/Softwareavailablefromtensorflow.org. Martín Abadi Ashish Agarwal Paul Barham Eugene Brevdo Zhifeng Chen Craig Citro Greg S. Corrado Andy Davis Jeffrey Dean Matthieu Devin Sanjay Ghemawat Ian Goodfellow Andrew Harp Geoffrey Irving Michael Isard Yangqing Jia Rafal Jozefowicz Lukasz Kaiser Manjunath Kudlur Josh Levenberg Dan Mané Rajat Monga Sherry Moore Derek Murray Chris Olah Mike Schuster Jonathon Shlens Benoit Steiner Ilya Sutskever Kunal Talwar Paul Tucker Vincent Vanhoucke Vijay Vasudevan Fernanda Viégas Oriol Vinyals Pete Warden Martin Wattenberg Martin Wicke Yuan Yu and Xiaoqiang Zheng. 2015. TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems. (2015). http://tensorflow.org/Softwareavailablefromtensorflow.org.

2. Luis B. Almeida. 1990. Artificial Neural Networks. IEEE Press Piscataway NJ USA Chapter A Learning Rule for Asynchronous Perceptrons with Feedback in a Combinatorial Environment 102--111. Luis B. Almeida. 1990. Artificial Neural Networks. IEEE Press Piscataway NJ USA Chapter A Learning Rule for Asynchronous Perceptrons with Feedback in a Combinatorial Environment 102--111.

3. Justin A. Boyan and Michael L. Littman. 1994. Packet Routing in Dynamically Changing Networks: A Reinforcement Learning Approach. In Advances in Neural Information Processing Systems 6 J. D. Cowan G. Tesauro and J. Alspector (Eds.). Morgan-Kaufmann 671--678. Justin A. Boyan and Michael L. Littman. 1994. Packet Routing in Dynamically Changing Networks: A Reinforcement Learning Approach. In Advances in Neural Information Processing Systems 6 J. D. Cowan G. Tesauro and J. Alspector (Eds.). Morgan-Kaufmann 671--678.

4. Kyunghyun Cho Bart van Merrienboer Caglar Gulcehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk and Yoshua Bengio. 2014. Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation. (June 2014). arXiv:1406.1078 Kyunghyun Cho Bart van Merrienboer Caglar Gulcehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk and Yoshua Bengio. 2014. Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation. (June 2014). arXiv:1406.1078

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