Abstract
We investigate practical finite-blocklength classical–quantum channel coding over the quantum amplitude damping channel (ADC), aiming to transmit classical information reliably through quantum outputs. Our findings indicate that for any finite blocklength, a naive (uncoded) approach fails to offer any advantage over the ADC. Instead, sophisticated encoding strategies that leverage both classical error correction codes and quantum input states are crucial for realizing quantum performance gains at finite blocklengths.