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Guillermo Valle
Guillermo Valle
Postdoc, FLOWERS, INRIA
Verified email at inria.fr
Title
Cited by
Cited by
Year
Deep learning generalizes because the parameter-function map is biased towards simple functions
G Valle-Perez, CQ Camargo, AA Louis
arXiv preprint arXiv:1805.08522, 2018
2042018
Is SGD a Bayesian sampler? Well, almost
C Mingard, G Valle-Pérez, J Skalse, AA Louis
Journal of Machine Learning Research 22 (79), 1-64, 2021
522021
Transflower: probabilistic autoregressive dance generation with multimodal attention
G Valle-Pérez, GE Henter, J Beskow, A Holzapfel, PY Oudeyer, ...
ACM Transactions on Graphics (TOG) 40 (6), 1-14, 2021
382021
Neural networks are a priori biased towards boolean functions with low entropy
C Mingard, J Skalse, G Valle-Pérez, D Martínez-Rubio, V Mikulik, ...
arXiv preprint arXiv:1909.11522, 2019
282019
Generalization bounds for deep learning
G Valle-Pérez, AA Louis
arXiv preprint arXiv:2012.04115, 2020
242020
Louis
G Valle-Pérez, CQ Camargo, A Ard
Deep learning generalizes because the parameter-function map is biased …, 2018
92018
Louis. Generalization bounds for deep learning
G Valle-Pérez, A Ard
arXiv preprint arXiv:2012.04115, 2020
82020
Language-biased image classification: evaluation based on semantic representations
Y Lemesle, M Sawayama, G Valle-Perez, M Adolphe, H Sauzéon, ...
arXiv preprint arXiv:2201.11014, 2022
72022
Double-descent curves in neural networks: a new perspective using Gaussian processes
O El Harzli, BC Grau, G Valle-Pérez, AA Louis
Proceedings of the AAAI Conference on Artificial Intelligence 38 (10), 11856 …, 2024
42024
Do deep neural networks have an inbuilt Occam's razor?
C Mingard, H Rees, G Valle-Pérez, AA Louis
arXiv preprint arXiv:2304.06670, 2023
42023
Why Flatness Correlates With Generalization For Deep Neural Networks
S Zhang, I Reid, G Pérez, A Louis
arXiv preprint arXiv:2103.06219, 2021
32021
Bounds on learning with power-law priors
S Ridout, I Nemenman, A Louis, C Mingard, R Grabarczyk, K Dingle, ...
Bulletin of the American Physical Society, 2024
12024
Evaluating language-biased image classification based on semantic representations.
Y Lemesle, M Sawayama, GV Pérez, M Adolphe, H Sauzéon, PY Oudeyer
CoRR, 2022
2022
Generic predictions of output probability based on complexities of inputs and outputs
D Kamaludin, GV Pérez, AA Louis
Scientific Reports (Nature Publisher Group) 10 (1), 2020
2020
Simplicity bias in the parameter-function map of deep neural networks
G Valle-Pérez, CQ Camargo, AA Louis
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