Abstract

With the advent of general purpose foundation models that support modalities like text, images, audio, and video, privacy-preserving AI requires high performance now more than ever. High performance privacy-preserving AI can enable a wide range of such applications where valuable knowledge can be gained from private data without revealing the data to others. We now discuss representative solutions in the fields of healthcare, drug discovery, and consumer applications.