PARTIALLY HOMOMORPHIC ENCRYPTION (PHE) IN DISTRIBUTED 1-BIT LARGE LANGUAGE MODEL (LLM) ARCHITECTURE

Abstract

A system determines whether to execute a first operation of a distributed machine learning model (MLM) on at least one server or on at least one client device. In response to determining that the first operation should be executed on the at least one server, the system: encrypts data associated with the first operation using a specific encryption scheme; and transmits the encrypted data to the at least one server for execution of the first operation on the encrypted data. In response to determining that the first operation should be executed on the at least one client device, the system performs the first operation on the data using the at least one client device without encrypting using the specific encryption scheme.

CPC Classifications