2 papers
cs.LG2026
Nonparametric Variational Differential Privacy via Embedding Parameter Clipping
Dina El Zein, Shashi Kumar, James Henderson
The nonparametric variational information bottleneck (NVIB) provides the foundation for nonparametric variational differential privacy (NVDP), a framework for building privacy-pres…
cs.LG2026
Differential Privacy for Transformer Embeddings of Text with Nonparametric Variational Information Bottleneck
Dina El Zein, James Henderson
We propose a privacy-preserving method for sharing text data by sharing noisy versions of their transformer embeddings. It has been shown that hidden representations learned by dee…