Efficient quantum circuits for machine learning activation functions including constant T-depth ReLU

• Main Authors: Zi, Wei, Wang, Siyi, Kim, Hyunji, Sun, Xiaoming, Chattopadhyay, Anupam, Rebentrost, Patrick
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2025
• Subjects: Computer and Information Science; Activation functions; Fault-tolerant quantum computing
• Online Access: https://hdl.handle.net/10356/182156
• Institution: Nanyang Technological University

In recent years, Quantum Machine Learning (QML) has increasingly captured the interest of researchers. Among the components in this domain, activation functions hold a fundamental and indispensable role. Our research focuses on the development of activation functions quantum circuits for integration...