Guillermo Bernardez

Postdoc, University of California, Santa Barbara

Joined

September 2022

Names

Guillermo Bernardez (Preferred)

Guillermo Bernárdez Gil

Emails

****@upc.edu (Confirmed)

****@ucsb.edu (Confirmed)

Personal Links

Google Scholar

DBLP

ORCID

Career & Education History

Postdoc

University of California, Santa Barbara (ucsb.edu)

2024 – Present

PhD student

Universidad Politécnica de Cataluna (upc.edu)

2020 – 2024

Advisors, Relations & Conflicts

Postdoc Advisor

Nina Miolane

2024 – Present

PhD Advisor

Albert Cabellos

2020 – 2024

PhD Advisor

Pere Barlet-Ros

2020 – 2024

Expertise

No areas of expertise listed

Publications

When Machine Learning Gets Personal: Evaluating Prediction and Explanation
Louisa Cornelis, Guillermo Bernardez, Haewon Jeong, Nina Miolane
- ICLR 2026 Poster
- Readers: Everyone
GraphUniverse: Synthetic Graph Generation for Evaluating Inductive Generalization
Louis Van Langendonck, Guillermo Bernardez, Nina Miolane, Pere Barlet-Ros
- ICLR 2026 Poster
- Readers: Everyone
TopoBench: A Framework for Benchmarking Topological Deep Learning
Lev Telyatnikov, Guillermo Bernardez, Marco Montagna, Mustafa Hajij, Martin Carrasco, Pavlo Vasylenko, Mathilde Papillon, Ghada Zamzmi, Michael T Schaub, Jonas Verhellen, Pavel Snopov, Bertran Miquel-Oliver, Manel Gil-Sorribes, Alexis Molina, VICTOR GUALLAR, Theodore Long, Julian Suk, Patryk Rygiel, Alexander V Nikitin, Giordan Escalona et al. (17 additional authors not shown)
- Accepted by DMLR
- Readers: Everyone
TopoTune: A Framework for Generalized Combinatorial Complex Neural Networks
Mathilde Papillon, Guillermo Bernardez, Claudio Battiloro, Nina Miolane
- ICML 2025 poster
- Readers: Everyone
GraphCC: A practical graph learning-based approach to Congestion Control in datacenters
Guillermo Bernárdez, José Suárez-Varela, Xiang Shi, Shihan Xiao, Xiangle Cheng, Pere Barlet-Ros, Albert Cabellos-Aparicio
- Comput. Networks 2025
- Readers: Everyone
Hypergraph Neural Networks through the Lens of Message Passing: A Common Perspective to Homophily and Architecture Design
Lev Telyatnikov, Maria Sofia Bucarelli, Guillermo Bernardez, Olga Zaghen, Simone Scardapane, Pietro Lio
- Accepted by TMLR
- Readers: Everyone
Understanding Benefit of Personalization: Beyond Classification
Louisa Cornelis, Guillermo Bernardez, Haewon Jeong, Nina Miolane
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
TopoTune: A Framework for Generalized Combinatorial Complex Neural Networks
Mathilde Papillon, Guillermo Bernardez, Claudio Battiloro, Nina Miolane
- Submitted to ICLR 2025
- Readers: Everyone
Joint Diffusion Processes as an Inductive Bias in Sheaf Neural Networks
Ferran Hernandez Caralt, Guillermo Bernardez, Iulia Duta, Eduard Alarcon, Pietro Lio
- ICML 2024 Workshop GRaM
- Readers: Everyone
Multi-agent graph learning-based optimization and its applications to computer networks
Guillermo Bernárdez
- undefined 2024
- Readers: Everyone

View all 29 publications

Co-Authors

View all 168 co-authors