Guillermo Valle-Pérez

Deep learning generalizes because the parameter-function map is biased towards simple functions

Guillermo Valle-Pérez, Chico Q. Camargo, Ard A. Louis · arXiv (Cornell University) · 2018 · 85 citations · Full text

Artificial Intelligence, Deep Learning Generalizes, Deep Neural Networks +14

Transflower

Guillermo Valle-Pérez, Gustav Eje Henter, Jonas Beskow et al. · ACM Transactions on Graphics · 2021 · 63 citations · Full text

Music, Dance, Machine Learning +13

Deep learning generalizes because the parameter-function map is biased towards simple functions

Guillermo Valle-Pérez, Chico Q. Camargo, Ard A. Louis · arXiv (Cornell University) · 2018 · 37 citations · Full text

Artificial Intelligence, Deep Learning Generalizes, Deep Neural Networks +14

Generalization bounds for deep learning

Guillermo Valle-Pérez, Ard A. Louis · arXiv (Cornell University) · 2020 · 13 citations · Full text

Artificial Intelligence, Neural Scaling Law, Engineering +10

Neural networks are a priori biased towards Boolean functions with low entropy

Chris Mingard, Joar Skalse, Guillermo Valle-Pérez et al. · arXiv (Cornell University) · 2019 · 11 citations · Full text