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We rigorously derive a single-letter variational expression for the mutual information of the asymmetric two-groups stochastic block model in the dense graph regime. Existing proofs in the literature are indirect, as they involve mapping the model to a rank-one matrix estimation problem whose mutual information is then determined by a combination of methods (e.g., interpolation, cavity, algorithmic, spatial coupling). In this contribution we provide a self-contained direct method using only the recently introduced adaptive interpolation method.
Denis Gillet, Isabelle Barbara Marie-Hélène Cardia
Christian Enz, Hung-Chi Han, Simon Olivier Berner
Ronan Boulic, Mathias Guy Delahaye