We prove that every connected simple graph of bounded degree satisfying the classical dimension-free Bakry–Émery condition for the unnormalised Laplacian is volume doubling and supports, at all integer graph scales, a scale-invariant -Poincaré inequality with dilation two, with constants depending only on the maximum degree. This settles the polynomial-growth conjecture of Cushing, Liu, and Peyerimhoff in a stronger form. The main novelty is a dimension-free adaptation of the graph-theoretic modified nonlinear heat-flow method introduced by Münch and extended to infinite weighted graphs by Pajot and Russ: point-mass consequences of and positive-resolvent smoothing replace any global reduction, while diffusive exit-time control and finite-volume localisation yield the Poincaré inequality.

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