We introduce a quantum coding framework for discrete small-shift noise, in which errors on qudits are modeled as low-weight - and -type Pauli shifts, analogous to small phase-space displacements in continuous-variable systems. This structure is approximately respected by nuclear-spin noise and captured by the Lee metric, motivating a quantum extension of classical Lee-metric coding theory. We develop such a formalism for stabilizer codes over for arbitrary , using joint and separate Lee metrics for the - and -components of errors. For qubits, the joint metric counts errors twice and can yield codes that detect and correct and errors with fewer physical qubits than codes designed for the conventional Hamming metric. We discuss Lee-weight spreading under Clifford gates and qubitize codes over via the Gray map, finding codes with two-fold transversal non-qubit-Clifford gates. For quantum CSS Lee-LDPC codes on qudits, we prove that the Lee distance cannot exceed , uniformly in , demonstrating an unexpected obstruction to using the large internal Hilbert space of a large- qudit to make high-Lee-distance codes. Under local Metropolis dynamics, certain classical -ary ``helical repetition codes’’ have exponentially long memory times at fixed temperature for sufficiently large (that grows with system length), which can be understood as spontaneous symmetry breaking at finite temperature, even in local one-dimensional models. Hypergraph products of these helical repetition codes provide local two-dimensional quantum codes that inherit self-correction for errors, but self-correction for errors remains an open question.

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