805 citations · 1.9k across the 55 of their papers we have counts for
5 papers · 1 filter
Learning Features of Music from Scratch
John Thickstun, Zaid Harchaoui, Sham Kakade
This paper introduces a new large-scale music dataset, MusicNet, to serve as a source of supervision and evaluation of machine learning methods for music research. MusicNet consist…
Fast and Simple Optimization for Poisson Likelihood Models
Niao He, Zaid Harchaoui, Yichen Wang +1
Poisson likelihood models have been prevalently used in imaging, social networks, and time series analysis. We propose fast, simple, theoretically-grounded, and versatile, optimiza…
Structure-Blind Signal Recovery
Dmitry Ostrovsky, Zaid Harchaoui, Anatoli Juditsky +1
We consider the problem of recovering a signal observed in Gaussian noise. If the set of signals is convex and compact, and can be specified beforehand, one can use classical linea…
Rademacher Complexity Bounds for a Penalized Multiclass Semi-Supervised Algorithm
Yury Maximov, Massih-Reza Amini, Zaid Harchaoui
We propose Rademacher complexity bounds for multiclass classifiers trained with a two-step semi-supervised model. In the first step, the algorithm partitions the partially labeled…
Convolutional Patch Representations for Image Retrieval: an Unsupervised Approach
Mattis Paulin, Julien Mairal, Matthijs Douze +3
Convolutional neural networks (CNNs) have recently received a lot of attention due to their ability to model local stationary structures in natural images in a multi-scale fashion,…