Krzysztof Rusek

Bogdan Cmiel

Pablo Pérez

IEEE Trans. Multim., 2023

Graph Neural Networks for Communication Networks: Context, Use Cases and Opportunities.

[BibT_eX]

[DOI]

José Suárez-Varela

Paul Almasan

IEEE Netw., 2023

Leveraging Spatial and Temporal Correlations for Network Traffic Compression.

[BibT_eX]

[DOI]

CoRR, 2023

A tutorial on reinforcement learning in selected aspects of communications and networking.

[BibT_eX]

[DOI]

Comput. Commun., 2023

FTMRate: Collision-Immune Distance-based Data Rate Selection for IEEE 802.11 Networks.

[BibT_eX]

[DOI]

Wojciech Ciezobka

Maksymilian Wojnar

Katarzyna Kosek-Szott

Szymon Szott

Proceedings of the 24th IEEE International Symposium on a World of Wireless, 2023

Atom: Neural Traffic Compression with Spatio-Temporal Graph Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 2nd on Graph Neural Networking Workshop 2023, 2023

2022

Generalised Score Distribution: Underdispersed Continuation of the Beta-Binomial Distribution.

[BibT_eX]

[DOI]

CoRR, 2022

RouteNet-Erlang: A Graph Neural Network for Network Performance Evaluation.

[BibT_eX]

[DOI]

CoRR, 2022

Generalised Score Distribution: A Two-Parameter Discrete Distribution Accurately Describing Responses from Quality of Experience Subjective Experiments.

[BibT_eX]

[DOI]

CoRR, 2022

Fine-grained network traffic prediction from coarse data.

[BibT_eX]

[DOI]

Mathias Drton

CoRR, 2022

Deep reinforcement learning meets graph neural networks: Exploring a routing optimization use case.

[BibT_eX]

[DOI]

Comput. Commun., 2022

RouteNet-Erlang: A Graph Neural Network for Network Performance Evaluation.

[BibT_eX]

[DOI]

Proceedings of the IEEE INFOCOM 2022, 2022

Fast Traffic Engineering by Gradient Descent with Learned Differentiable Routing.

[BibT_eX]

[DOI]

Proceedings of the 18th International Conference on Network and Service Management, 2022

2021

Scaling Graph-based Deep Learning models to larger networks.

[BibT_eX]

[DOI]

José Suárez-Varela

CoRR, 2021

The graph neural networking challenge: a worldwide competition for education in AI/ML for networks.

[BibT_eX]

[DOI]

Comput. Commun. Rev., 2021

Reproducibility Companion Paper: Describing Subjective Experiment Consistency by p-Value P-P Plot.

[BibT_eX]

[DOI]

Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

2020

RouteNet: Leveraging Graph Neural Networks for Network Modeling and Optimization in SDN.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Commun., 2020

Describing Subjective Experiment Consistency by p-Value P-P Plot.

[BibT_eX]

[DOI]

Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020

Dangerous Tool Detection for CCTV Systems.

[BibT_eX]

[DOI]

Proceedings of the Multimedia Communications, Services and Security, 2020

2019

Message-Passing Neural Networks Learn Little's Law.

[BibT_eX]

[DOI]

IEEE Commun. Lett., 2019

Deep Reinforcement Learning meets Graph Neural Networks: An optical network routing use case.

[BibT_eX]

[DOI]

CoRR, 2019

Generalized Score Distribution.

[BibT_eX]

[DOI]

CoRR, 2019

Notation for Subject Answer Analysis.

[BibT_eX]

[DOI]

CoRR, 2019

Unveiling the potential of Graph Neural Networks for network modeling and optimization in SDN.

[BibT_eX]

[DOI]

Proceedings of the 2019 ACM Symposium on SDN Research, 2019

Challenging the generalization capabilities of Graph Neural Networks for network modeling.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGCOMM 2019 Conference Posters and Demos, 2019

Towards more realistic network models based on Graph Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 15th International Conference on emerging Networking EXperiments and Technologies, 2019

2018

Book Reviews.

[BibT_eX]

[DOI]

IEEE Commun. Mag., 2018

2017

Application of Logistic Regression for Background Substitution.

[BibT_eX]

[DOI]

Proceedings of the Multimedia Communications, Services and Security, 2017

2016

Two-stage neural network regression of eye location in face images.

[BibT_eX]

[DOI]

Multim. Tools Appl., 2016

Effective Risk Assessment in Resilient Communication Networks.

[BibT_eX]

[DOI]

J. Netw. Syst. Manag., 2016

Upper Bound for Failure Risk in Networks.

[BibT_eX]

[DOI]

Electron. Notes Discret. Math., 2016

2014

Book reviews [2 books reviewed].

[BibT_eX]

[DOI]

Miralem Mehic

IEEE Commun. Mag., 2014

Transient and stationary characteristics of a packet buffer modelled as an MAP/SM/1/b system.

[BibT_eX]

[DOI]

Int. J. Appl. Math. Comput. Sci., 2014

2013

Efficient Modelling of Traffic and Quality of Scalable Video Coding (SVC) Encoded Streams.

[BibT_eX]

[DOI]

Piotr Wydrych

IEEE Commun. Lett., 2013

Neural Network Regression of Eyes Location in Face Images.

[BibT_eX]

[DOI]

Proceedings of the Multimedia Communications, Services and Security, 2013

2012

Heavy Ion Laboratory of the University of Warsaw.

[BibT_eX]

[DOI]

Kirby Kemper

Scholarpedia, 2012

MAP/SM/1/b model of a store and forward router interface.

[BibT_eX]

[DOI]

Proceedings of the International Symposium on Performance Evaluation of Computer & Telecommunication Systems, 2012

GROTOAP: ground truth for open access publications.

[BibT_eX]

[DOI]

Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries, 2012

On stability of virtual topologies in dynamic multilayer networks.

[BibT_eX]

[DOI]

Proceedings of the 13th IEEE International Conference on High Performance Switching and Routing, 2012

A Modular Metadata Extraction System for Born-Digital Articles.

[BibT_eX]

[DOI]

Proceedings of the 10th IAPR International Workshop on Document Analysis Systems, 2012

2011

Correct router interface modeling (abstracts only).

[BibT_eX]

[DOI]

SIGMETRICS Perform. Evaluation Rev., 2011

Correct router interface modeling.

[BibT_eX]

[DOI]

Proceedings of the ICPE'11, 2011

LDA for Face Profile Detection.

[BibT_eX]

[DOI]