ICLR2025

Encryption-Friendly LLM Architecture

Donghwan Rho, Taeseong Kim, Minje Park, Jung Woo Kim, Hyunsik Chae, Ernest K. Ryu, Jung Hee Cheon

摘要

Why We Consider HE? HE: Homomorphic Encryption, we use CKKS. Many private data: • Financial, medical images, • • • . • Hard to pre-process (eliminating private information, etc.). Under HE, • we can perform computations in an encrypted state. • privacy is guaranteed.