output
20102023
most citedTensorizing Neural Networks

604 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing 2019Show all

5 papers · 1 filter

cs.SD2019★ 185 cited

Music Source Separation in the Waveform Domain

Alexandre Défossez, Nicolas Usunier, Léon Bottou +1

Source separation for music is the task of isolating contributions, or stems, from different instruments recorded individually and arranged together to form a song. Such components…

stat.ML2019★ 17 cited

Ranking and synchronization from pairwise measurements via SVD

Alexandre d'Aspremont, Mihai Cucuringu, Hemant Tyagi

Given a measurement graph and an unknown signal , we investigate algorithms for recovering from pairwise measurements of the form ; $\…

stat.ML2019★ 3 cited

Regularity as Regularization: Smooth and Strongly Convex Brenier Potentials in Optimal Transport

François-Pierre Paty, Alexandre d'Aspremont, Marco Cuturi

Estimating Wasserstein distances between two high-dimensional densities suffers from the curse of dimensionality: one needs an exponential (wrt dimension) number of samples to ensu…

cs.LG2019★ 14 cited

Partially Encrypted Machine Learning using Functional Encryption

Theo Ryffel, Edouard Dufour-Sans, Romain Gay +2

Machine learning on encrypted data has received a lot of attention thanks to recent breakthroughs in homomorphic encryption and secure multi-party computation. It allows outsourcin…

math.ST2019★ 6 cited

Affine Invariant Covariance Estimation for Heavy-Tailed Distributions

Dmitrii Ostrovskii, Alessandro Rudi

In this work we provide an estimator for the covariance matrix of a heavy-tailed multivariate distributionWe prove that the proposed estimator admits an \tex…