An integer partition of is called graphical if its parts form a degree sequence of a simple graph. While unrestricted graphical partitions have been extensively studied, much less is known when the parts are restricted to a prescribed set. In this work, we investigate the probability that a uniformly random partition of an even integer , subject to such restrictions, is graphical. We establish an upper bound on this probability expressed solely in terms of the Durfee square of the partition. Additionally, letting denote the probability that a random restricted partition of an even integer is graphical, we prove that the limit inferior of is 0. Furthermore, we obtain an explicit bound on the decay rate of in terms of and the imposed restrictions on the parts. Our approach employs the Nash-Williams graphical condition, the saddle-point method and Edgeworth expansions.

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