Abstract: Transversal gates play a crucial role in suppressing error propagation in fault-tolerant quantum computation, yet they are intrinsically constrained: any nontrivial code encoding a single logical qubit admits only a finite subgroup of SU(2) as its transversal operations. We introduce a systematic framework for searching codes with specified transversal groups by parametrizing their logical subspaces on the Stiefel manifold and minimizing a composite loss that enforces both the Knill-Laflamme conditions and a target transversal-group structure. Applying this method, we uncover a new ((6,2,3)) code admitting a transversal Z(52π) gate (transversal group C10), the smallest known distance 3 code supporting non-Clifford transversal gates, as well as several new ((7,2,3)) codes realizing the binary icosahedral group 2I. We further propose the \emphSubset-Sum-Linear-Programming (SS-LP) construction for codes with transversal \emphdiagonal gates, which dramatically shrinks the search space by reducing to integer partitions subject to linear constraints. In a more constrained form, the method also applies directly to the binary-dihedral groups BD2m. Specializing to n=7, the SS-LP method yields codes for all BD2m with 2m≤36, including the first ((7,2,3)) examples supporting transversal T gate (BD16) and T gate (BD32), improving on the previous smallest examples ((11,2,3)) and ((19,2,3)). Extending the SS-LP approach to ((8,2,3)), we construct new codes for 2m>36, including one supporting a transversal T1/4 gate (BD64). These results reveal a far richer landscape of nonadditive codes than previously recognized and underscore a deeper connection between quantum error correction and the algebraic constraints on transversal gate groups.
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