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Emergent phenomena in complex many-body systems driven far from equilibrium are currently a subject of intense study. Here, the authors report on a nonlinear current-density relationship in experiments of magnetic colloids driven above disordered energy landscapes, and explain the underlying mechanisms through analytical modeling.