676 citations · 1k across the 35 of their papers we have counts for
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Information-Theoretically Optimal Compressed Sensing via Spatial Coupling and Approximate Message Passing
David L. Donoho, Adel Javanmard, Andrea Montanari
We study the compressed sensing reconstruction problem for a broad class of random, band-diagonal sensing matrices. This construction is inspired by the idea of spatial coupling in…
Robust Max-Product Belief Propagation
Morteza Ibrahimi, Adel Javanmard, Yashodhan Kanoria +1
We study the problem of optimizing a graph-structured objective function under \emph{adversarial} uncertainty. This problem can be modeled as a two-persons zero-sum game between an…
Localization from Incomplete Noisy Distance Measurements
Adel Javanmard, Andrea Montanari
We consider the problem of positioning a cloud of points in the Euclidean space , using noisy measurements of a subset of pairwise distances. This task has applicatio…