July 17, 2024 09:49

Abstract

Title: BumbleBee: Secure Two-party Inference Framework for Large Transformers
Abstract: We introduce BumbleBee, a two-party private inference system designed for efficiency and speed. Key contributions include optimized matrix multiplication protocols reducing communication costs by 80-90%, new protocols for non-linear activation functions improving speed and reducing costs by 80-95%. BumbleBee outperforms previous systems, Iron and BOLT, by a significant margin in both speed and communication efficiency.

More Information

Date July 24, 2024 (Wed) 14:30 - 15:30
URL https://c5dc59ed978213830355fc8978.doorkeeper.jp/events/175673

Related Laboratories

last updated on October 17, 2024 09:25Laboratory