Challenging the generalization capabilities of Graph Neural Networks for network modeling

Author:

Suárez-Varela José1,Carol-Bosch Sergi1,Rusek Krzysztof2,Almasan Paul1,Arias Marta3,Barlet-Ros Pere1,Cabellos-Aparicio Albert1

Affiliation:

1. Barcelona Neural Networking Center, Universitat Politècnica de Catalunya, Barcelona, Spain and Universitat Politècnica de Catalunya, Barcelona, Spain

2. Barcelona Neural Networking Center, Universitat Politècnica de Catalunya, Barcelona, Spain and AGH University of Science and Technology, Department of Telecommunications, Krakow, Poland

3. Universitat Politècnica de Catalunya, Barcelona, Spain

Publisher

ACM Press

Reference8 articles.

1. [n. d.]. Project Jupyter. https://jupyter.org/. Accessed: 2019-07-28.

2. X. Chen, J. Guo, Z. Zhu, R. Proietti, A. Castro, and S.J.B Yoo. 2018. Deep-RMSA: A Deep-Reinforcement-Learning Routing, Modulation and Spectrum Assignment Agent for Elastic Optical Networks. In Optical Fiber Communications Conference and Exposition (OFC).

3. Albert Mestres et al. 2017. Knowledge-defined networking. ACM SIGCOMM Computer Communication Review 47, 3 (2017), 2--10.

4. Albert Mestres, Eduard Alarcón, Yusheng Ji, and Albert Cabellos-Aparicio. 2018. Understanding the Modeling of Computer Network Delays using Neural Networks. In Proceedings of the 2018 Workshop on Big Data Analytics and Machine Learning for Data Communication Networks. ACM, 46--52.

5. Krzysztof Rusek, José Suárez-Varela, Albert Mestres, Pere Barlet-Ros, and Albert Cabellos-Aparicio. 2019. In Proceedings of ACM Symposium on SDN Research (SOSR).

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