Deep learning generalizes because the parameter-function map is biased towards simple functions. - Guillermo Valle Pérez; Chico Q. Camargo; Ard A. Louis (ICLR (Poster), 2019)

Neural networks are a priori biased towards Boolean functions with low entropy. - Chris Mingard; Joar Skalse; Guillermo Valle Pérez; David Martínez-Rubio; Vladimir Mikulik; Ard A. Louis (CoRR, 2019)

Generalization bounds for deep learning. - Guillermo Valle Pérez; Ard A. Louis (CoRR, 2020)

Double-descent curves in neural networks: a new perspective using Gaussian processes. - Ouns El Harzli; Guillermo Valle Pérez; Ard A. Louis (CoRR, 2021)

Why Flatness Correlates With Generalization For Deep Neural Networks. - Shuofeng Zhang; Isaac Reid; Guillermo Valle Pérez; Ard A. Louis (CoRR, 2021)

Is SGD a Bayesian sampler? Well, almost. - Chris Mingard; Guillermo Valle Pérez; Joar Skalse; Ard A. Louis (J. Mach. Learn. Res., 2021)

Transflower: probabilistic autoregressive dance generation with multimodal attention. - Guillermo Valle Pérez; Gustav Eje Henter; Jonas Beskow; Andre Holzapfel; Pierre-Yves Oudeyer; Simon Alexanderson (ACM Trans. Graph., 2021)

Language-biased image classification: evaluation based on semantic representations. - Yoann Lemesle; Masataka Sawayama; Guillermo Valle Pérez; Maxime Adolphe; Hélène Sauzéon; Pierre-Yves Oudeyer (ICLR, 2022)

Evaluating language-biased image classification based on semantic representations. - Yoann Lemesle; Masataka Sawayama; Guillermo Valle Pérez; Maxime Adolphe; Hélène Sauzéon; Pierre-Yves Oudeyer (CoRR, 2022)

Do deep neural networks have an inbuilt Occam's razor? - Chris Mingard; Henry Rees; Guillermo Valle Pérez; Ard A. Louis (CoRR, 2023)

Double-Descent Curves in Neural Networks: A New Perspective Using Gaussian Processes. - Ouns El Harzli; Bernardo Cuenca Grau; Guillermo Valle Pérez; Ard A. Louis (AAAI, 2024)