We study boundary value problems at infinity for the graph -Laplacian on infinite, connected, locally finite weighted graphs. Our main result is a Wiener criterion for -massiveness. Assuming volume doubling and a weak -Poincaré inequality, we show that every infinite connected -massive set satisfies a dyadic capacitary condition expressed through relative -capacities in nested balls; under the additional condition, the converse also holds. This yields a nonlinear criterion at the point at infinity in a rough weighted-graph setting and extends the Wiener viewpoint to a nonlinear discrete framework. We also prove, without these geometric assumptions, that -massiveness is equivalent to a strengthened nonuniqueness property for exterior Dirichlet problems. As a further consequence, bounded nonconstant -harmonic functions are characterized by the existence of two disjoint massive sets. In this way, the Wiener criterion is placed in a broader and more flexible picture of exterior boundary behavior and Liouville-type phenomena on weighted graphs.

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