Zhiding Liang

NAPA: Intermediate-level Variational Native-pulse Ansatz for Variational Quantum Algorithms

2022 · arXiv (Cornell University)

Variational quantum algorithms (VQAs) have demonstrated great potentials in the Noisy Intermediate Scale Quantum (NISQ) era. In the workflow of VQA, the parameters of ansatz are iteratively updated to approximate the desired quantum states. We …

VIOLET: Visual Analytics for Explainable Quantum Neural Networks

2023 · arXiv (Cornell University)

With the rapid development of Quantum Machine Learning, quantum neural networks (QNN) have experienced great advancement in the past few years, harnessing the advantages of quantum computing to significantly speed up classical machine learning tasks. …