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Architectures of standard AuGMEnT and hybrid AuGMEnT networks. The difference between the networks consist in their memory dynamics: the memory layer of standard AuGMEnT (left) has only conservative units with φj ≡ 1, while hybrid AuGMEnT (right) possesses a memory composed of both leaky φj < 1 and non-leaky φj = 1 units.
