On the Robustness of Deep Learning-predicted Contention Models for
Network Calculus

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On the Robustness of Deep Learning-predicted Contention Models for Network Calculus

24 November 2019

Steffen Bondorf

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Papers citing "On the Robustness of Deep Learning-predicted Contention Models for Network Calculus"

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Title
Network Calculus with Flow Prolongation -- A Feedforward FIFO Analysis enabled by ML Fabien Geyer Alexander Scheffler Steffen Bondorf 74 6 0 07 Feb 2022
Graph-based Deep Learning for Communication Networks: A Survey Weiwei Jiang GNN AI4CE 103 199 0 04 Jun 2021
RouteNet: Leveraging Graph Neural Networks for network modeling and optimization in SDN Maik Ender Pawel Swierczynski Paul Almasan Paul Martin Knopp A. Cabellos-Aparicio GNN 75 248 0 03 Oct 2019
GNNExplainer: Generating Explanations for Graph Neural Networks Rex Ying Dylan Bourgeois Jiaxuan You Marinka Zitnik J. Leskovec LLMAG 163 1,335 0 10 Mar 2019
Learning to Solve NP-Complete Problems - A Graph Neural Network for Decision TSP Marcelo O. R. Prates Pedro H. C. Avelar Henrique Lemos Luís C. Lamb Moshe Y. Vardi GNN 74 179 0 08 Sep 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 797 3,130 0 04 Jun 2018
Learning a SAT Solver from Single-Bit Supervision Daniel Selsam Matthew Lamm Benedikt Bünz Percy Liang L. D. Moura D. Dill NAI 116 426 0 11 Feb 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 495 20,343 0 30 Oct 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 602 7,505 0 04 Apr 2017
Gated Graph Sequence Neural Networks Yujia Li Daniel Tarlow Marc Brockschmidt R. Zemel GNN 359 3,293 0 17 Nov 2015
Convolutional Networks on Graphs for Learning Molecular Fingerprints David Duvenaud D. Maclaurin J. Aguilera-Iparraguirre Rafael Gómez-Bombarelli Timothy D. Hirzel Alán Aspuru-Guzik Ryan P. Adams GNN 249 3,357 0 30 Sep 2015