Goten: GPU-outsourcing trusted execution of neural network training

• Main Authors: Ng, Lucian K. L., Chow, Sherman S. M., Woo, Anna P. Y, Wong, Donald, P. H., Zhao, Yongjun
• Other Authors: Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21)
• Format: Conference or Workshop Item
• Language: English
• Published: 2022
• Subjects: Engineering::Computer science and engineering; Neural Network; GPU-Outsourcing
• Online Access: https://hdl.handle.net/10356/157152; https://ojs.aaai.org/index.php/AAAI/issue/archive
• Institution: Nanyang Technological University

Deep learning unlocks applications with societal impacts, e.g., detecting child exploitation imagery and genomic analy sis of rare diseases. Deployment, however, needs compliance with stringent privacy regulations. Training algorithms that preserve the privacy of training data are in pressing nee...