Verification-based message-passing algorithms in compressed sensing refer to a class of algorithms designed to recover sparse signals from fewer measurements than traditional techniques would require. These algorithms leverage the principles of belief propagation and are particularly useful in transforming the problem of signal recovery into one of optimization and message transmission across a graphical model representation of the relationships between variables.
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