Let be a finite simple graph and . We introduce the \emph{bivariate -restricted clique polynomial} where the coefficient of counts cliques of size with exactly vertices in . This polynomial simultaneously captures combinatorial structure, local extremal properties, and spectral constraints associated with the subset . \ First, we develop vertex and edge deletion recurrences, generalizing classical clique polynomial results. These recurrences imply monotonicity for the largest negative root (viewed as a polynomial in for fixed ) under induced and spanning subgraphs. From this, we derive bounds on -independence numbers, -girth, and clique densities restricted to . \ Next, we prove that for any integer , any -connected -free chordal graph , and any subset , the bivariate clique polynomial is real-stable. \ Then, we connect with spectral graph theory. For -graphs, expansion constraints via Tanner’s inequality limit clique growth within , yielding explicit bounds on coefficients and . \ Finally, we analyze weighted vertices and homomorphism obstructions in this framework, giving a general no-homomorphism criterion. We also conclude the paper with a couple of interesting open problems for young and motivated researchers.

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