Auditable and verifiable federated learning based on blockchain-enabled decentralization

• Main Authors: Kalapaaking, Aditya Pribadi, Ibrahim Khalil, Yi, Xun, Lam, Kwok-Yan, Huang, Guang-Bin, Wang, Ning
• Other Authors: College of Computing and Data Science
• Format: Article
• Language: English
• Published: 2024
• Subjects: Computer and Information Science; Auditable decentralized federated learning; Blockchain; Smart contract
• Online Access: https://hdl.handle.net/10356/180664
• Institution: Nanyang Technological University

Auditability and verifiability are critical elements in establishing trustworthiness in federated learning (FL). These principles promote transparency, accountability, and independent validation of FL processes. Incorporating auditability and verifiability is imperative for building trust and ensuri...