Francis Bach

École Normale Supérieure - PSL — France

Engineering · Physical Sciences

28h-index11.9kcitations79works1.62yr avg
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Research Topics

Sparse and Compressive Sensing Techniques(33), Face and Expression Recognition(14), Blind Source Separation Techniques(12), Image and Signal Denoising Methods(10), Speech and Audio Processing(6)

Publications79 total

Fast kernel methods: Sobolev, physics-informed, and additive models
ArXiv.org·2025Open Access
Physics-informed kernel learning
arXiv (Cornell University)·2024Open Access
Optimal Estimation of Smooth Transport Maps with Kernel SoS
SIAM Journal on Mathematics of Data Science·2024· 8 citedOpen Access
Geometry-dependent matching pursuit: a transition phase for convergence on linear regression and LASSO
arXiv (Cornell University)·2024Open Access
L'apprentissage profond inspiré de la physique est une méthode à noyau
arXiv (Cornell University)·2024Open Access
Kernelized Diffusion maps
arXiv (Cornell University)·2023· 1 citedOpen Access
Learning PSD-valued functions using kernel sums-of-squares
arXiv (Cornell University)·2021Open Access
A Continuized View on Nesterov Acceleration
Infoscience (Ecole Polytechnique Fédérale de Lausanne)·2021Open Access
Overcoming the curse of dimensionality with Laplacian regularization in\n semi-supervised learning
arXiv (Cornell University)·2020· 4 citedOpen Access
Non-parametric Models for Non-negative Functions
arXiv (Cornell University)·2020· 12 citedOpen Access
Consistent Structured Prediction with Max-Min Margin Markov Networks
arXiv (Cornell University)·2020· 2 citedOpen Access
Batch Normalization Provably Avoids Rank Collapse for Randomly Initialised Deep Networks
arXiv (Cornell University)·2020· 9 citedOpen Access
IA et emploi : une menace artificielle
Pouvoirs·2019· 4 cited
Sparse Recovery and Dictionary Learning From Nonlinear Compressive Measurements
IEEE Transactions on Signal Processing·2019· 30 citedOpen Access
IA et emploi : Une menace artificielle
HAL (Le Centre pour la Communication Scientifique Directe)·2019Open Access
Unsupervised Image Matching and Object Discovery as Optimization
2019· 7 citedOpen Access
Overcomplete Independent Component Analysis via SDP
arXiv (Cornell University)·2019· 8 citedOpen Access
Nonlinear Acceleration of CNNs
arXiv (Cornell University)·2018· 2 citedOpen Access
End-to-End Active Learning for Computer Security Experts
HAL (Le Centre pour la Communication Scientifique Directe)·2018· 3 citedOpen Access
III THE MOA SOFTWARE
2018
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Frequent Co-authors

Jean Ponce(16), Julien Mairal(9), Rodolphe Jenatton(9), Guillaume Obozinski(6), Guillermo Sapiro(5), Piotr Bojanowski(4), Ivan Laptev(4), Jean‐Philippe Vert(4), Yann LeCun(3), Olivier Duchenne(3), Toby Dylan Hocking(3), Rémi Lajugie(3), Cordelia Schmid(3), Josef Šivic(3), Rémi Gribonval(3), Alexandre Gramfort(3), Andrew Zisserman(2), Y-Lan Boureau(2), Alexandre d’Aspremont(2), Vincent Michel(2)