We study two-dimensional translation-invariant CSS stabilizer codes over prime-dimensional qudits on the square lattice under twisted boundary conditions, generalizing the Kitaev toric code by augmenting each stabilizer with two additional qudits. Using the Laurent-polynomial formalism, we adapt the Gröbner basis to compute the logical dimension efficiently, without explicitly constructing large parity-check matrices. We then perform a systematic search over various stabilizer realizations and lattice geometries for , identifying qudit low-density parity-check codes with the optimal finite-size performance. Representative examples include and , both achieving . Across the searched regime, the best observed at fixed increases with , with an empirical relation , compatible with a Bravyi–Poulin–Terhal-type tradeoff when the interaction range grows with system size.

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