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20002026
most citedInformation theory explanation of the fluctuation theorem, maximum entropy production and self-organized criticality in non-equilibrium stationary states

479 citations

Showing 2025 · stat.MLShow all

5 papers · 2 filters

stat.ML2025

Model-free algorithms for fast node clustering in SBM type graphs and application to social role inference in animals

Bertrand Cloez, Adrien Cotil, Jean-Baptiste Menassol +1

We propose a novel family of model-free algorithms for node clustering and parameter inference in graphs generated from the Stochastic Block Model (SBM), a fundamental framework in…

stat.ML2025

Phase Transition for Stochastic Block Model with more than Communities

Alexandra Carpentier, Christophe Giraud, Nicolas Verzelen

Predictions from statistical physics postulate that recovery of the communities in the Stochastic Block Model (SBM) with a fixed number of communities is possible in polynomial…

stat.ML2025

Low-degree lower bounds via almost orthonormal bases

Alexandra Carpentier, Simone Maria Giancola, Christophe Giraud +1

Low-degree polynomials have emerged as a powerful paradigm for providing evidence of statistical--computational gaps across a variety of high-dimensional statistical models [Wein25…

stat.ML2025

SubSearch: Robust Estimation and Outlier Detection for Stochastic Block Models via Subgraph Search

Leonardo Martins Bianco, Christine Keribin, Zacharie Naulet

Community detection is a fundamental task in graph analysis, with methods often relying on fitting models like the Stochastic Block Model (SBM) to observed networks. While many alg…

stat.ML2025★ 2 cited

Interpretability of Graph Neural Networks to Assess Effects of Global Change Drivers on Ecological Networks

Emre Anakok, Pierre Barbillon, Colin Fontaine +1

Pollinators play a crucial role for plant reproduction, either in natural ecosystem or in human-modified landscape. Global change drivers,including climate change or land use modif…