Optical quantum sensing for agnostic environments via deep learning

• Main Authors: Zhou, Zeqiao, Du, Yuxuan, Yin, Xu-Fei, Zhao, Shanshan, Tian, Xinmei, Tao, Dacheng
• Other Authors: College of Computing and Data Science
• Format: Article
• Language: English
• Published: 2025
• Subjects: Computer and Information Science; Fisher information; Graph neural networks
• Online Access: https://hdl.handle.net/10356/182123
• Institution: Nanyang Technological University

Optical quantum sensing promises measurement precision beyond classical sensors termed the Heisenberg limit (HL). However, conventional methodologies often rely on prior knowledge of the target system to achieve HL, presenting challenges in practical applications. Addressing this limitation, we intr...