Jai Hyun Park

Privacy-Preserving Text Classification on BERT Embeddings with Homomorphic Encryption

Embeddings, which compress information in raw text into semantics-preserving low-dimensional vectors, have been widely adopted for their efficacy. However, recent research has shown that embeddings can potentially leak private information about sensitive attributes of the text, and in some cases, ca…