Privacy-aware Computation: FHE, ZKP and MPC

The rise of GenAI will see an ever-increasing amount of data being gathered from citizens, both for the training of machine learning models and in the processing of PII (Personally Identifiable Information). Unfortunately, the data gathering and processing infrastructures that we have often pay little attention to the privacy of the data gathered. This presentation outlines both the theoretical and practical aspects of building a privacy-aware data gathering and processing infrastructure using Fully Homomorphic Encryption (FHE), Zero Knowledge Proofs (ZKPs) and MPC (Multi-party Computation).