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2020 – today
- 2024
[c3]Ouns El Harzli, Bernardo Cuenca Grau, Guillermo Valle Pérez, Ard A. Louis:
Double-Descent Curves in Neural Networks: A New Perspective Using Gaussian Processes. AAAI 2024: 11856-11864- 2023
- [i9]Chris Mingard, Henry Rees, Guillermo Valle Pérez, Ard A. Louis:
Do deep neural networks have an inbuilt Occam's razor? CoRR abs/2304.06670 (2023) - 2022
- [c2]Yoann Lemesle, Masataka Sawayama, Guillermo Valle Pérez, Maxime Adolphe, Hélène Sauzéon, Pierre-Yves Oudeyer:
Language-biased image classification: evaluation based on semantic representations. ICLR 2022 - [i8]Yoann Lemesle, Masataka Sawayama, Guillermo Valle Pérez, Maxime Adolphe, Hélène Sauzéon, Pierre-Yves Oudeyer:
Evaluating language-biased image classification based on semantic representations. CoRR abs/2201.11014 (2022) - 2021
- [j2]Chris Mingard, Guillermo Valle Pérez, Joar Skalse, Ard A. Louis:
Is SGD a Bayesian sampler? Well, almost. J. Mach. Learn. Res. 22: 79:1-79:64 (2021) - [j1]Guillermo Valle Pérez, Gustav Eje Henter, Jonas Beskow, Andre Holzapfel, Pierre-Yves Oudeyer, Simon Alexanderson:
Transflower: probabilistic autoregressive dance generation with multimodal attention. ACM Trans. Graph. 40(6): 195:1-195:14 (2021) - [i7]Ouns El Harzli, Guillermo Valle Pérez, Ard A. Louis:
Double-descent curves in neural networks: a new perspective using Gaussian processes. CoRR abs/2102.07238 (2021) - [i6]Shuofeng Zhang, Isaac Reid, Guillermo Valle Pérez, Ard A. Louis:
Why Flatness Correlates With Generalization For Deep Neural Networks. CoRR abs/2103.06219 (2021) - [i5]Guillermo Valle Pérez, Gustav Eje Henter, Jonas Beskow, Andre Holzapfel, Pierre-Yves Oudeyer, Simon Alexanderson:
Transflower: probabilistic autoregressive dance generation with multimodal attention. CoRR abs/2106.13871 (2021) - 2020
- [i4]Chris Mingard, Guillermo Valle Pérez, Joar Skalse, Ard A. Louis:
Is SGD a Bayesian sampler? Well, almost. CoRR abs/2006.15191 (2020) - [i3]Guillermo Valle Pérez, Ard A. Louis:
Generalization bounds for deep learning. CoRR abs/2012.04115 (2020)
2010 – 2019
- 2019
- [c1]Guillermo Valle Pérez, Chico Q. Camargo, Ard A. Louis:
Deep learning generalizes because the parameter-function map is biased towards simple functions. ICLR (Poster) 2019 - [i2]Chris Mingard, Joar Skalse, Guillermo Valle Pérez, David Martínez-Rubio, Vladimir Mikulik, Ard A. Louis:
Neural networks are a priori biased towards Boolean functions with low entropy. CoRR abs/1909.11522 (2019) - 2018
- [i1]Guillermo Valle Pérez, Chico Q. Camargo, Ard A. Louis:
Deep learning generalizes because the parameter-function map is biased towards simple functions. CoRR abs/1805.08522 (2018)
Coauthor Index
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