227 citations · 786 across the 29 of their papers we have counts for
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cs.LG2017★ 11 cited
Inference in Deep Networks in High Dimensions
Alyson K. Fletcher, Sundeep Rangan
Deep generative networks provide a powerful tool for modeling complex data in a wide range of applications. In inverse problems that use these networks as generative priors on data…
cs.IT2017★ 6 cited
Rigorous Dynamics and Consistent Estimation in Arbitrarily Conditioned Linear Systems
Alyson K. Fletcher, Mojtaba Sahraee-Ardakan, Philip Schniter +1
The problem of estimating a random vector x from noisy linear measurements y = A x + w with unknown parameters on the distributions of x and w, which must also be learned, arises i…