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We derive microscopic foundations for a well-known probabilistic herding model in the agent-based finance literature. While the model is quite robust with respect to behavioral heterogeneity, the network structure describing the very feasibility of agent interaction turns out to have a crucial and non-trivial impact on the macroscopic properties of the model.