How Google is Making Private AI Practical with Homomorphic Encryption

Google is a partner of LG

Google collaborated with LG on a private deep learning recommendation model using HEIR

Google is a partner of hardshell.ai

Google collaborated with hardshell.ai to compile a credit card fraud detector using HEIR

Belfort Labs uses HEIR

Belfort Labs uses HEIR to compile private recommendation and hotword detection models

Niobium uses HEIR

Niobium uses HEIR to compile fraud detection and network anomaly detection models

Cornami uses HEIR

Cornami integrates hardware accelerators with the HEIR compiler

Optalysys uses HEIR

Optalysys integrates hardware accelerators with the HEIR compiler

LG uses HEIR

LG collaborated on developing a private recommendation model compiled with HEIR

hardshell.ai uses HEIR

hardshell.ai collaborated on a credit card fraud detector compiled with HEIR

Georgia Institute of Technology uses HEIR

Georgia Tech researchers collaborate and conduct research using the HEIR platform

Carnegie Mellon University uses HEIR

Carnegie Mellon University researchers collaborate and conduct research on HEIR

University of California, Santa Barbara uses HEIR

UC Santa Barbara researchers collaborate and conduct research using the HEIR platform

Illinois Institute of Technology uses HEIR

Illinois Institute of Technology researchers collaborate on homomorphic encryption using HEIR

Purdue University uses HEIR

Purdue University researchers collaborate and conduct research using the HEIR platform

University of Edinburgh uses HEIR

University of Edinburgh researchers collaborate and conduct research using HEIR

Tsinghua University uses HEIR

Tsinghua University researchers collaborate and conduct research using the HEIR platform

New York University uses HEIR

New York University researchers collaborated on developing a private recommendation model compiled with HEIR

HEIR uses Homomorphic Encryption

HEIR compiles models for cryptographically-secure homomorphic encryption inference

HEIR is related to Private AI

HEIR enables practical private AI inference on encrypted data

Private Computing Toolkit uses Differential Privacy

Google's private computing technologies incorporate differential privacy

Private Computing Toolkit uses Private Information Retrieval

Google's private computing toolkit includes private information retrieval techniques

Private Computing Toolkit uses Private Set Membership

Google's privacy innovations include private set membership

Google Cloud is built with Secure Enclaves

Google Cloud provides hardware-based security solutions using secure enclaves

HEIR uses Machine Learning

HEIR converts pre-trained machine learning and AI models to run encrypted private inference on unencrypted data.