Let be a graph, and let and be a vertex and an edge of , respectively. Define (resp. ) to be the order of the largest clique in containing (resp. ). Denote the adjacency eigenvalues of by . We study localized refinements of spectral Turán-type theorems by replacing global parameters such as the clique number , size and order of with local quantities and . Motivated by a conjecture of Elphick, Linz and Wocjan (2024), we first propose a vertex-localized strengthening of Wilf’s inequality: where . Inspired by the Bollobás-Nikiforov conjecture (2007) on the first two eigenvalues, we then introduce an edge-localized analogue: As evidence of their validity, we verify the above conjectures for diamond-free graphs and random graphs. We also propose strengthening of the spectral versions of the Erdős, Stone and Simonovits Theorem by replacing the spectral radius with and establish it for all -free graphs with . A key ingredient in our proofs is a general upper bound relating to the triangle count . Finally, we prove a localized version of Nikiforov’s walk inequality and conjecture a stronger localized version. These results contribute to the broader program of localizing spectral extremal inequalities.

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