Beatriz Seoane

According to our database, Beatriz Seoane authored at least 23 papers between 2012 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

On the role of non-linear latent features in bipartite generative neural networks.

Tony Bonnaire, Giovanni Catania, Aurélien Decelle, Beatriz Seoane

CoRR, June, 2025

Fast and Functional Structured Data Generators Rooted in Out-of-Equilibrium Physics.

Alessandra Carbone, Aurélien Decelle, Lorenzo Rosset, Beatriz Seoane

IEEE Trans. Pattern Anal. Mach. Intell., February, 2025

A theoretical framework for overfitting in energy-based modeling.

Giovanni Catania, Aurélien Decelle, Cyril Furtlehner, Beatriz Seoane

CoRR, January, 2025

Inferring High-Order Couplings with Neural Networks.

Aurélien Decelle, Alfonso De Jesus Navas Gómez, Beatriz Seoane

CoRR, January, 2025

Fast training and sampling of Restricted Boltzmann Machines.

Nicolas Béreux, Aurélien Decelle, Cyril Furtlehner, Lorenzo Rosset, Beatriz Seoane

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

Fast, accurate training and sampling of Restricted Boltzmann Machines.

Nicolas Béreux, Aurélien Decelle, Cyril Furtlehner, Lorenzo Rosset, Beatriz Seoane

CoRR, 2024

Cascade of phase transitions in the training of energy-based models.

Dimitrios Bachtis, Giulio Biroli, Aurélien Decelle, Beatriz Seoane

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

Inferring effective couplings with Restricted Boltzmann Machines.

Aurélien Decelle, Cyril Furtlehner, Alfonso De Jesus Navas Gómez, Beatriz Seoane

CoRR, 2023

The Copycat Perceptron: Smashing Barriers Through Collective Learning.

Giovanni Catania, Aurélien Decelle, Beatriz Seoane

CoRR, 2023

Unsupervised hierarchical clustering using the learning dynamics of RBMs.

Aurélien Decelle, Lorenzo Rosset, Beatriz Seoane

CoRR, 2023

Explaining the effects of non-convergent sampling in the training of Energy-Based Models.

Elisabeth Agoritsas, Giovanni Catania, Aurélien Decelle, Beatriz Seoane

CoRR, 2023

Explaining the effects of non-convergent MCMC in the training of Energy-Based Models.

Elisabeth Agoritsas, Giovanni Catania, Aurélien Decelle, Beatriz Seoane

Proceedings of the International Conference on Machine Learning, 2023

2022

Soft disorder modulates the assembly path of protein complexes.

Beatriz Seoane, Alessandra Carbone

PLoS Comput. Biol., November, 2022

Thermodynamics of bidirectional associative memories.

Adriano Barra, Giovanni Catania, Aurélien Decelle, Beatriz Seoane

CoRR, 2022

Learning a Restricted Boltzmann Machine using biased Monte Carlo sampling.

Nicolas Béreux, Aurélien Decelle, Cyril Furtlehner, Beatriz Seoane

CoRR, 2022

2021

The complexity of protein interactions unravelled from structural disorder.

Beatriz Seoane, Alessandra Carbone

PLoS Comput. Biol., 2021

Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines.

Aurélien Decelle, Cyril Furtlehner, Beatriz Seoane

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2019

Learning a Gauge Symmetry with Neural Networks.

Aurélien Decelle, Victor Martin-Mayor, Beatriz Seoane

CoRR, 2019

2014

Janus II: A new generation application-driven computer for spin-system simulations.

Marco Baity-Jesi, Rachel A. Baños, Andrés Cruz Flor, Luis Antonio Fernández, José Miguel Gil-Narvión, Antonio Gordillo-Guerrero, David Iñiguez, Andrea Maiorano, Filippo Mantovani, Enzo Marinari, Victor Martin-Mayor, Jorge Monforte-Garcia, Antonio Munoz Sudupe, Denis Navarro, Giorgio Parisi, Sergio Perez Gaviro, Marcello Pivanti, Federico Ricci-Tersenghi, Juan Jesus Ruiz-Lorenzo, Sebastiano Fabio Schifano, Beatriz Seoane, Alfonso Tarancón, Raffaele Tripiccione, David Yllanes

Comput. Phys. Commun., 2014

2013

The Janus Project: Boosting Spin-Glass Simulations Using FPGAs.

Antonio Gordillo-Guerrero, Marco Baity-Jesi, Raquel Alvarez Baños, Andrés Cruz Flor, Luis Antonio Fernández, José Miguel Gil-Narvión, David Iñiguez, Andrea Maiorano, Fabio Mantovani, Enzo Marinari, Victor Martin-Mayor, Jorge Monforte-Garcia, Antonio Muñoz Sudupe, Giorgio Parisi, Sergio Perez Gaviro, Marcello Pivanti, Federico Ricci-Tersenghi, Juan Jesus Ruiz-Lorenzo, Sebastiano Fabio Schifano, Alfonso Tarancón, Raffaele Tripiccione, David Yllanes, Beatriz Seoane, Denis Navarro

Proceedings of the 12th IFAC Conference on Programmable Devices and Embedded Systems, 2013

2012

Reconfigurable computing for Monte Carlo simulations: results and prospects of the Janus project

Marco Baity-Jesi, Rachel A. Baños, Andrés Cruz Flor, Luis Antonio Fernández, José Miguel Gil-Narvión, Antonio Gordillo-Guerrero, Marco Guidetti, David Iñiguez, Andrea Maiorano, Filippo Mantovani, Enzo Marinari, Victor Martin-Mayor, Jorge Monforte-Garcia, Antonio Munoz Sudupe, Denis Navarro, Giorgio Parisi, Marcello Pivanti, Sergio Perez Gaviro, Federico Ricci-Tersenghi, Juan Jesus Ruiz-Lorenzo, Sebastiano Fabio Schifano, Beatriz Seoane, Alfonso Tarancón, Pedro Tellez, Raffaele Tripiccione, David Yllanes

CoRR, 2012

Janus2: an FPGA-based supercomputer for spin glass simulations.

Marco Baity-Jesi, Rachel A. Baños, Andres Cruz Flor, Luis Antonio Fernández, José Miguel Gil-Narvión, Antonio Gordillo-Guerrero, Marco Guidetti, David Iñiguez, Andrea Maiorano, Filippo Mantovani, Enzo Marinari, Victor Martin-Mayor, Jorge Monforte-Garcia, Antonio Munoz Sudupe, Denis Navarro, Giorgio Parisi, Sergio Perez Gaviro, Marcello Pivanti, Federico Ricci-Tersenghi, Juan Jesus Ruiz-Lorenzo, Sebastiano Fabio Schifano, Beatriz Seoane, Alfonso Tarancón, Raffaele Tripiccione, David Yllanes

Proceedings of the Future HPC Systems - the Challenges of Power-Constrained Performance, 2012

Spin Glass Simulations on the Janus Architecture: A Desperate Quest for Strong Scaling.

Marco Baity-Jesi, Rachel A. Baños, Andrés Cruz Flor, Luis Antonio Fernández, José Miguel Gil-Narvión, Antonio Gordillo-Guerrero, Marco Guidetti, David Iñiguez, Andrea Maiorano, Filippo Mantovani, Enzo Marinari, Victor Martin-Mayor, Jorge Monforte-Garcia, Antonio Munoz Sudupe, Denis Navarro, Giorgio Parisi, Sergio Perez Gaviro, Marcello Pivanti, Federico Ricci-Tersenghi, Juan Jesus Ruiz-Lorenzo, Sebastiano Fabio Schifano, Beatriz Seoane, Alfonso Tarancón, Pedro Tellez, Raffaele Tripiccione, David Yllanes

Proceedings of the Euro-Par 2012: Parallel Processing Workshops, 2012