139 citations · 410 across the 19 of their papers we have counts for
Showing 2014 · cs.ITShow all
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cs.IT2014★ 41 cited
Sparse Estimation with the Swept Approximated Message-Passing Algorithm
Andre Manoel, Florent Krzakala, Eric W. Tramel +1
Approximate Message Passing (AMP) has been shown to be a superior method for inference problems, such as the recovery of signals from sets of noisy, lower-dimensionality measuremen…
cs.IT2014★ 36 cited
Variational Free Energies for Compressed Sensing
Florent Krzakala, Andre Manoel, Eric W. Tramel +1
We consider the variational free energy approach for compressed sensing. We first show that the naïve mean field approach performs remarkably well when coupled with a noise learnin…