Ansatz-Free Learning of Lindbladian Dynamics In Situ
The work develops a method to learn unknown Lindbladian dynamics governing open quantum systems without assuming prior knowledge of their structure or noise channels. By relating time evolution of Pauli observables to unknown coefficients, it provides a sample-efficient protocol for identifying the system's dynamics in situ, which is vital for calibrating hardware and designing error correction.