Guillermo Valle-Pérez
4 papers · 2019–2024 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🗺️
Taxonomy Completionist
(11)
🐣
Hot Topic Early Bird
❓
The Questioner
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Research topics
Keywords
gaussian process
(2)
neural network
(2)
generalization error
(2)
semantic representation
(1)
kernel regression
(1)
bayesian posterior
(1)
random matrix theory
(1)
pac-bayes bound
(1)
deep neural network
(1)
vision-language model
(1)
contrastive language-image pretraining
(1)
feature covariance
(1)
word embedding
(1)
algorithmic information theory
(1)
overparameterized regime
(1)
image classification
(1)
double-descent curve
(1)
stochastic gradient descent
(1)
multimodal learning
(1)
Papers
Double-Descent Curves in Neural Networks: A New Perspective Using Gaussian Processes
AAAI 2024
Language-biased image classification: evaluation based on semantic representations
ICLR 2022
Is SGD a Bayesian sampler? Well, almost
JMLR 2021
Deep learning generalizes because the parameter-function map is biased towards simple functions
ICLR 2019