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The goal of this school is to introduce participants to some of the most recent developments in mathematical theory of non-equilibrium statistical mechanics. The presentations will be pedagogical and accesible to junior participants. The school will serve as a preparation for the workshop "Entropic Fluctuation Relations in Mathematics and Physics” that will follow.