Search Results - Bernardez, Guillermo

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  1. 1
    MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering

    MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering by Bernardez, Guillermo, Suarez-Varela, Jose, Lopez, Albert, Shi, Xiang, Xiao, Shihan, Cheng, Xiangle, Barlet-Ros, Pere, Cabellos-Aparicio, Albert

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  2. 2
    Is Machine Learning Ready for Traffic Engineering Optimization?

    Is Machine Learning Ready for Traffic Engineering Optimization? by Bernardez, Guillermo, Suarez-Varela, Jose, Lopez, Albert, Wu, Bo, Xiao, Shihan, Cheng, Xiangle, Barlet-Ros, Pere, Cabellos-Aparicio, Albert

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  3. 3
    Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design

    Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design by Telyatnikov, Lev, Bucarelli, Maria Sofia, Bernardez, Guillermo, Zaghen, Olga, Scardapane, Simone, Lio, Pietro

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  4. 4
    ICML 2023 Topological Deep Learning Challenge : Design and Results

    ICML 2023 Topological Deep Learning Challenge : Design and Results by 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

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  5. 5
    TopoBenchmarkX: A Framework for Benchmarking Topological Deep Learning

    TopoBenchmarkX: A Framework for Benchmarking Topological Deep Learning by Telyatnikov, Lev, Bernardez, Guillermo, Montagna, Marco, Vasylenko, Pavlo, Zamzmi, Ghada, Hajij, Mustafa, Schaub, Michael T, Miolane, Nina, Scardapane, Simone, Papamarkou, Theodore

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  6. 6
    TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks

    TopoTune : A Framework for Generalized Combinatorial Complex Neural Networks by Papillon, Mathilde, Bernárdez, Guillermo, Battiloro, Claudio, Miolane, Nina

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  7. 7
    MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering

    MAGNNETO: A Graph Neural Network-based Multi-Agent system for Traffic Engineering by Bernárdez, Guillermo, Suárez-Varela, José, López, Albert, Shi, Xiang, Xiao, Shihan, Cheng, Xiangle, Barlet-Ros, Pere, Cabellos-Aparicio, Albert

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  8. 8
    Proximal Policy Optimization with Graph Neural Networks for Optimal Power Flow

    Proximal Policy Optimization with Graph Neural Networks for Optimal Power Flow by López-Cardona, Ángela, Bernárdez, Guillermo, Barlet-Ros, Pere, Cabellos-Aparicio, Albert

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  9. 9
    Joint Diffusion Processes as an Inductive Bias in Sheaf Neural Networks

    Joint Diffusion Processes as an Inductive Bias in Sheaf Neural Networks by Ferran Hernandez Caralt, Guillermo Bernárdez Gil, Duta, Iulia, Liò, Pietro, Eduard Alarcón Cot

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  10. 10
    Topological Graph Signal Compression

    Topological Graph Signal Compression by Bernárdez, Guillermo, Telyatnikov, Lev, Alarcón, Eduard, Cabellos-Aparicio, Albert, Barlet-Ros, Pere, Liò, Pietro

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  11. 11
    GraphCC: A Practical Graph Learning-based Approach to Congestion Control in Datacenters

    GraphCC: A Practical Graph Learning-based Approach to Congestion Control in Datacenters by Bernárdez, Guillermo, Suárez-Varela, José, Shi, Xiang, Xiao, Shihan, Cheng, Xiangle, Barlet-Ros, Pere, Cabellos-Aparicio, Albert

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  12. 12
    The Graph Neural Networking Challenge: A Worldwide Competition for Education in AI/ML for Networks

    The Graph Neural Networking Challenge: A Worldwide Competition for Education in AI/ML for Networks by Suárez-Varela, José, Ferriol-Galmés, Miquel, López, Albert, Almasan, Paul, Bernárdez, Guillermo, Pujol-Perich, David, Rusek, Krzysztof, Bonniot, Loïck, Neumann, Christoph, Schnitzler, François, Taïani, François, Happ, Martin, Maier, Christian, Jia Lei Du, Herlich, Matthias, Dorfinger, Peter, Hainke, Nick Vincent, Venz, Stefan, Wegener, Johannes, Wissing, Henrike, Wu, Bo, Xiao, Shihan, Barlet-Ros, Pere, Cabellos-Aparicio, Albert

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  13. 13
    Is Machine Learning Ready for Traffic Engineering Optimization?

    Is Machine Learning Ready for Traffic Engineering Optimization? by Bernárdez, Guillermo, Suárez-Varela, José, López, Albert, Wu, Bo, Xiao, Shihan, Cheng, Xiangle, Barlet-Ros, Pere, Cabellos-Aparicio, Albert

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  14. 14
    TopoX: A Suite of Python Packages for Machine Learning on Topological Domains

    TopoX: A Suite of Python Packages for Machine Learning on Topological Domains by Hajij, Mustafa, Papillon, Mathilde, Frantzen, Florian, Agerberg, Jens, AlJabea, Ibrahem, Ballester, Rubén, Battiloro, Claudio, Bernárdez, Guillermo, Birdal, Tolga, Brent, Aiden, Chin, Peter, Escalera, Sergio, Fiorellino, Simone, Odin Hoff Gardaa, Gopalakrishnan, Gurusankar, Govil, Devendra, Hoppe, Josef, Maneel Reddy Karri, Khouja, Jude, Lecha, Manuel, Livesay, Neal, Meißner, Jan, Mukherjee, Soham, Nikitin, Alexander, Papamarkou, Theodore, Prílepok, Jaro, Karthikeyan Natesan Ramamurthy, Rosen, Paul, Guzmán-Sáenz, Aldo, Salatiello, Alessandro, Samaga, Shreyas N, Scardapane, Simone, Schaub, Michael T, Scofano, Luca, Spinelli, Indro, Telyatnikov, Lev, Truong, Quang, Walters, Robin, Yang, Maosheng, Zaghen, Olga, Zamzmi, Ghada, Zia, Ali, Miolane, Nina

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  15. 15
    ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain

    ICML Topological Deep Learning Challenge 2024: Beyond the Graph Domain by Bernárdez, Guillermo, Telyatnikov, Lev, Montagna, Marco, Baccini, Federica, Papillon, Mathilde, Ferriol-Galmés, Miquel, Hajij, Mustafa, Papamarkou, Theodore, Bucarelli, Maria Sofia, Zaghen, Olga, Mathe, Johan, Myers, Audun, Mahan, Scott, Hansen Lillemark, Vadgama, Sharvaree, Bekkers, Erik, Doster, Tim, Emerson, Tegan, Kvinge, Henry, Agate, Katrina, Ahmed, Nesreen K, Bai, Pengfei, Banf, Michael, Battiloro, Claudio, Beketov, Maxim, Bogdan, Paul, Carrasco, Martin, Cavallo, Andrea, Yun Young Choi, Dasoulas, George, Elphick, Matouš, Escalona, Giordan, Filipiak, Dominik, Halley Fritze, Gebhart, Thomas, Gil-Sorribes, Manel, Goomanee, Salvish, Guallar, Victor, Imasheva, Liliya, Irimia, Andrei, Jin, Hongwei, Johnson, Graham, Kanakaris, Nikos, Koloski, Boshko, Kovač, Veljko, Lecha, Manuel, Lee, Minho, Leroy, Pierrick, Long, Theodore, Magai, German, Martinez, Alvaro, Masden, Marissa, Mežnar, Sebastian, Miquel-Oliver, Bertran, Molina, Alexis, Nikitin, Alexander, Nurisso, Marco, Piekenbrock, Matt, Yu, Qin, Rygiel, Patryk, Salatiello, Alessandro, Schattauer, Max, Snopov, Pavel, Suk, Julian, Sánchez, Valentina, Tec, Mauricio, Vaccarino, Francesco, Verhellen, Jonas, Wantiez, Frederic, Weers, Alexander, Zajec, Patrik, Škrlj, Blaž, Miolane, Nina

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  16. 16
    The graph neural networking challenge: a worldwide competition for education in AI/ML for networks

    The graph neural networking challenge: a worldwide competition for education in AI/ML for networks by Suárez-Varela, José, Ferriol-Galmés, Miquel, López, Albert, Almasan, Paul, Bernárdez, Guillermo, Pujol-Perich, David, Rusek, Krzysztof, Bonniot, Loïck, Neumann, Christoph, Schnitzler, François, Taïani, François, Happ, Martin, Maier, Christian, Du, Jia Lei, Herlich, Matthias, Dorfinger, Peter, Hainke, Nick Vincent, Venz, Stefan, Wegener, Johannes, Wissing, Henrike, Wu, Bo, Xiao, Shihan, Barlet-Ros, Pere, Cabellos-Aparicio, Albert

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  17. 17
    Geochemical and mineralogical characterization of surficial sediments from the Northern Rias: Implications for sediment provenance and impact of the source rocks

    Geochemical and mineralogical characterization of surficial sediments from the Northern Rias: Implications for sediment provenance and impact of the source rocks by Bernárdez, Patricia, Prego, Ricardo, Giralt, Santiago, Esteve, Jaume, Caetano, Miguel, Parra, Santiago, Francés, Guillermo

    Published in Marine geology
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  18. 18
    Biocoenosis and thanatocoenosis of diatoms in a western Galician ría

    Biocoenosis and thanatocoenosis of diatoms in a western Galician ría by Bernárdez, Patricia, Varela, Manuel, Pazos, Yolanda, Prego, Ricardo, Francés, Guillermo

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  19. 19
    Opal content in the Ría de Vigo and Galician continental shelf: biogenic silica in the muddy fraction as an accurate paleoproductivity proxy

    Opal content in the Ría de Vigo and Galician continental shelf: biogenic silica in the muddy fraction as an accurate paleoproductivity proxy by Bernárdez, Patricia, Prego, Ricardo, Francés, Guillermo, González-Álvarez, Raquel

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  20. 20
    Benthic–pelagic coupling and postdepositional processes as revealed by the distribution of opal in sediments: The case of the Ría de Vigo (NW Iberian Peninsula)

    Benthic–pelagic coupling and postdepositional processes as revealed by the distribution of opal in sediments: The case of the Ría de Vigo (NW Iberian Peninsula) by Bernárdez, Patricia, Francés, Guillermo, Prego, Ricardo

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