942 citations · 2.3k across the 50 of their papers we have counts for
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Variational Mixture of Normalizing Flows
Guilherme G. P. Freitas Pires, Mário A. T. Figueiredo
In the past few years, deep generative models, such as generative adversarial networks \autocite{GAN}, variational autoencoders \autocite{vaepaper}, and their variants, have seen w…
Sparse Estimation with Strongly Correlated Variables using Ordered Weighted L1 Regularization
Mario A. T. Figueiredo, Robert D. Nowak
This paper studies ordered weighted L1 (OWL) norm regularization for sparse estimation problems with strongly correlated variables. We prove sufficient conditions for clustering ba…
Online Multiple Kernel Learning for Structured Prediction
Andre F. T. Martins, Mario A. T. Figueiredo, Pedro M. Q. Aguiar +2
Despite the recent progress towards efficient multiple kernel learning (MKL), the structured output case remains an open research front. Current approaches involve repeatedly solvi…