2 papers
cs.CR2025
TT-TFHE: a Torus Fully Homomorphic Encryption-Friendly Neural Network Architecture
Adrien Benamira, Tristan Guérand, Thomas Peyrin +1
This paper presents TT-TFHE, a deep neural network Fully Homomorphic Encryption (FHE) framework that effectively scales Torus FHE (TFHE) usage to tabular and image datasets using a…
cs.LG2025
AQUATIC-Diff: Additive Quantization for Truly Tiny Compressed Diffusion Models
Adil Hasan, Thomas Peyrin
Significant investments have been made towards the commodification of diffusion models for generation of diverse media. Their mass-market adoption is however still hobbled by the i…