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

We present a 12b 25MS/s 11.3fJ/conv.-step secure random-mapping SAR ADC with power and EM side-channel attack resilience.

Design of Variational Quantum Algorithm Program

This paper provides an overview of efficient deep learning methods, systems and applications.