MAGNNETO: A Graph Neural Network-Based Multi-Agent System for Traffic Engineering
Bernardez, Guillermo, Suarez-Varela, Jose, Lopez, Albert, Shi, Xiang, Xiao, Shihan, Cheng, Xiangle, Barlet-Ros, Pere, Cabellos-Aparicio, Albert
Published in IEEE transactions on cognitive communications and networking (01.04.2023)
Published in IEEE transactions on cognitive communications and networking (01.04.2023)
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Journal Article
Is Machine Learning Ready for Traffic Engineering Optimization?
Bernardez, Guillermo, Suarez-Varela, Jose, Lopez, Albert, Wu, Bo, Xiao, Shihan, Cheng, Xiangle, Barlet-Ros, Pere, Cabellos-Aparicio, Albert
Published in 2021 IEEE 29th International Conference on Network Protocols (ICNP) (01.01.2021)
Published in 2021 IEEE 29th International Conference on Network Protocols (ICNP) (01.01.2021)
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Conference Proceeding
Clinical and biochemestry evaluation of dogs older than 8 years old, with risk factors to develop cronic kidney desease.Preliminary results
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DEVICE AND METHOD FOR AGENT FOR DYNAMICALLY ADAPTING EXPLICIT CONGESTION NOTIFICATION CONFIGURATION IN NETWORK SYSTEM
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Year of Publication 13.06.2024
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Year of Publication 13.06.2024
Patent
ICML 2023 Topological Deep Learning Challenge : Design and Results
Papillon, Mathilde, Hajij, Mustafa, Jenne, Helen, Mathe, Johan, Myers, Audun, Papamarkou, Theodore, Birdal, Tolga, Dey, Tamal, Doster, Tim, Emerson, Tegan, Gopalakrishnan, Gurusankar, Govil, Devendra, Guzmán-Sáenz, Aldo, Kvinge, Henry, Livesay, Neal, Mukherjee, Soham, Samaga, Shreyas N, Karthikeyan Natesan Ramamurthy, Maneel Reddy Karri, Rosen, Paul, Sanborn, Sophia, Walters, Robin, Agerberg, Jens, Barikbin, Sadrodin, Battiloro, Claudio, Bazhenov, Gleb, Bernardez, Guillermo, Brent, Aiden, Escalera, Sergio, Fiorellino, Simone, Gavrilev, Dmitrii, Hassanin, Mohammed, Häusner, Paul, Odin Hoff Gardaa, Abdelwahed Khamis, Lecha, Manuel, Magai, German, Malygina, Tatiana, Ballester, Rubén, Nadimpalli, Kalyan, Nikitin, Alexander, Rabinowitz, Abraham, Salatiello, Alessandro, Scardapane, Simone, Scofano, Luca, Singh, Suraj, Sjölund, Jens, Snopov, Pavel, Spinelli, Indro, Telyatnikov, Lev, Testa, Lucia, Yang, Maosheng, Yue, Yixiao, Zaghen, Olga, Zia, Ali, Miolane, Nina
Published in arXiv.org (18.01.2024)
Published in arXiv.org (18.01.2024)
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Paper
Journal Article
TopoBenchmarkX: A Framework for Benchmarking Topological Deep Learning
Telyatnikov, Lev, Bernardez, Guillermo, Montagna, Marco, Vasylenko, Pavlo, Zamzmi, Ghada, Hajij, Mustafa, Schaub, Michael T, Miolane, Nina, Scardapane, Simone, Papamarkou, Theodore
Published in arXiv.org (09.06.2024)
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Published in arXiv.org (09.06.2024)
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TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks
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Joint Diffusion Processes as an Inductive Bias in Sheaf Neural Networks
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Topological Graph Signal Compression
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Proximal Policy Optimization with Graph Neural Networks for Optimal Power Flow
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GraphCC: A Practical Graph Learning-based Approach to Congestion Control in Datacenters
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Year of Publication 09.08.2023
Year of Publication 09.08.2023
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Journal Article
MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering
Bernárdez, Guillermo, Suárez-Varela, José, López, Albert, Shi, Xiang, Xiao, Shihan, Cheng, Xiangle, Barlet-Ros, Pere, Cabellos-Aparicio, Albert
Published in arXiv.org (31.03.2023)
Published in arXiv.org (31.03.2023)
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Paper
Journal Article
Is Machine Learning Ready for Traffic Engineering Optimization?
Bernárdez, Guillermo, Suárez-Varela, José, López, Albert, Wu, Bo, Xiao, Shihan, Cheng, Xiangle, Barlet-Ros, Pere, Cabellos-Aparicio, Albert
Year of Publication 03.09.2021
Year of Publication 03.09.2021
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Journal Article