We present a hybrid gate-pulse model that reduces circuit execution time for VQAs.

We design quantum antivirus to detect and explore different types of quantum computer viruses and defense methods.

We develop graph transformer models to predict the fidelity of quantum circuits on real quantum devices.

We develop a quantum machine learning framework on the pulse level.

Robust parameter training of variational quantum algorithm

On-device training for robust variational quantum algorithms