VIOLET: Visual Analytics for Explainable Quantum Neural Networks

• Main Authors: RUAN, Shaolun, LIANG, Zhiding, GUAN, Qiang, GRIFFIN, Paul Robert, WEN, Xiaolin, LIN, Yanna, WANG, Yong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Data visualization; explainable artificial intelligence (XAI); quantum machine learning; quantum neural networks; Artificial Intelligence and Robotics; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/8970; https://ink.library.smu.edu.sg/context/sis_research/article/9973/viewcontent/Violet_sv.pdf
• Institution: Singapore Management 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. Despite their increasing popularity, the quantum...