Transfer learning for scalability of neural-network quantum states

• Main Authors: Zen, Remmy, My, Long, Tan, Ryan, Hébert, Frédéric, Gattobigio, Mario, Miniatura, Christian, Poletti, Dario, Bressan, Stéphane
• Other Authors: School of Physical and Mathematical Sciences
• Format: Article
• Language: English
• Published: 2021
• Subjects: Science::Physics; Quantum Statistical Mechanics; Quantum Spin Models
• Online Access: https://hdl.handle.net/10356/146572
• Institution: Nanyang Technological University

Neural-network quantum states have shown great potential for the study of many-body quantum systems. In statistical machine learning, transfer learning designates protocols reusing features of a machine learning model trained for a problem to solve a possibly related but different problem. We propos...