Fermilab SQMS Center Identifies Microscopic Origins of Qubit Performance Variance Across Superconducting Transmons
Researchers at Fermilab's SQMS Center have traced significant variation in superconducting transmon coherence times to nanometre-scale differences in fabrication geometry and the presence of surface oxides. These microscopic features were associated with up to twofold swings in qubit performance. The resulting materials-level data is intended to feed device models and automated qubit calibration pipelines.
ML-driven calibration pipelines could ingest these fabrication geometry and oxide signatures to flag low-coherence qubits early and adjust tuning strategies before standard characterization, reducing calibration overhead on multi-qubit devices.