Sharp Hardy–Rellich constants are spectral thresholds for operators with critical inverse-power potentials. Let denote the optimal constant in the th-order discrete Hardy–Rellich inequality on . Recent independent work established the leading high-dimensional behavior for every fixed . We determine the next two orders and prove with explicit coefficients and . The central difficulty is a degeneracy that grows with the dimension: after conjugation, the leading operator is scalar on the nearest neighbours of the origin. We resolve this cluster using signed-permutation symmetry and an effective operator on four lattice orbits. Weighted torus estimates and Feshbach–Schur reduction justify the finite-dimensional expansion inside the full operator, while a residual bound and Temple’s inequality give the stated remainder. In particular, .

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