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Guillermo Bernárdez Gil
Guillermo Bernárdez Gil
PhD
Verified email at upc.edu
Title
Cited by
Cited by
Year
Is machine learning ready for traffic engineering optimization?
G Bernárdez, J Suárez-Varela, A López, B Wu, S Xiao, X Cheng, ...
2021 IEEE 29th International Conference on Network Protocols (ICNP), 1-11, 2021
322021
The graph neural networking challenge: a worldwide competition for education in ai/ml for networks
J Suárez-Varela, M Ferriol-Galmés, A López, P Almasan, G Bernárdez, ...
ACM SIGCOMM Computer Communication Review 51 (3), 9-16, 2021
232021
Magnneto: A graph neural network-based multi-agent system for traffic engineering
G Bernárdez, J Suárez-Varela, A López, X Shi, S Xiao, X Cheng, ...
IEEE Transactions on Cognitive Communications and Networking 9 (2), 494-506, 2023
72023
Hypergraph neural networks through the lens of message passing: a common perspective to homophily and architecture design
L Telyatnikov, MS Bucarelli, G Bernardez, O Zaghen, S Scardapane, P Lio
arXiv preprint arXiv:2310.07684, 2023
32023
Icml 2023 topological deep learning challenge: Design and results
M Papillon, M Hajij, A Myers, F Frantzen, G Zamzmi, H Jenne, J Mathe, ...
Topological, Algebraic and Geometric Learning Workshops 2023, 3-8, 2023
32023
Proximal policy optimization with graph neural networks for optimal power flow
Á López-Cardona, G Bernárdez, P Barlet-Ros, A Cabellos-Aparicio
arXiv preprint arXiv:2212.12470, 2022
32022
TopoX: a suite of Python packages for machine learning on topological domains
M Hajij, M Papillon, F Frantzen, J Agerberg, I AlJabea, R Ballester, ...
arXiv preprint arXiv:2402.02441, 2024
12024
Topological network traffic compression
G Bernárdez, L Telyatnikov, E Alarcón, A Cabellos-Aparicio, P Barlet-Ros, ...
Proceedings of the 2nd on Graph Neural Networking Workshop 2023, 7-12, 2023
12023
Multi-agent graph learning-based optimization and its applications to computer networks
G Bernárdez Gil
Universitat Politècnica de Catalunya, 2024
2024
Topological Graph Signal Compression
G Bernárdez, L Telyatnikov, E Alarcón, A Cabellos-Aparicio, P Barlet-Ros, ...
arXiv preprint arXiv:2308.11068, 2023
2023
GraphCC: A Practical Graph Learning-based Approach to Congestion Control in Datacenters
G Bernárdez, J Suárez-Varela, X Shi, S Xiao, X Cheng, P Barlet-Ros, ...
arXiv preprint arXiv:2308.04905, 2023
2023
Log-Distributional Approach for Learning Covariate Shift Ratios
G Bernárdez Gil
Universitat Politècnica de Catalunya, 2019
2019
Medidas monetarias de riesgo y su aplicación a la Conic-finance
G Bernárdez Gil
2016
Fundamental constants of nature and their possible time variation
G Bernárdez Gil
2016
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