Reshaping quantum device noise via quantum error correction

We show that quantum error correction codes can reshape the native noise profiles of quantum devices, explicitly considering trapped-ion systems. We analytically derive the quantum channels describing noisy two-qubit entangling gates, showing that the leading error term is the sum of single-qubit bit-flip errors. This motivates our choice of compatible quantum error correction code -- the bit-flip repetition code, based on which we add a parameterised single-qubit gate for extra tunability. We analytically derive the resulting logical quantum channel, illustrating the noise profile transformation. We then demonstrate the noise reshaping on the IonQ Aria-1 quantum hardware, where the data shows consistency with our analytical model. Our results represent first step towards using quantum error correction codes in genuine quantum ways, paving the way to exploiting the device native noise as features for open quantum dynamics simulations.