10 citations · 15 across the 14 of their papers we have counts for
3 papers · 1 filter
HEAT: Faster Fully Homomorphic Inference via Approximations-Weights Co-Adaptation
Alessandro Zirilli, Davide Marincione, Evgenios M. Kornaropoulos +2
Fully homomorphic encryption (FHE) allows a server to run a language model directly on encrypted user prompts, but current approaches remain prohibitively slow. Ciphertexts nativel…
TENNOR: Trustworthy Execution for Neural Networks through Obliviousness and Retrievals
Zifan Qu, Vasileios P. Kemerlis, Giuseppe Ateniese +1
Training neural networks on sensitive data in untrusted cloud environments requires simultaneously achieving computational efficiency and rigorous privacy guarantees. Sparsificatio…
Safe Language Generation in the Limit
Antonios Anastasopoulos, Giuseppe Ateniese, Evgenios M. Kornaropoulos
Recent results in learning a language in the limit have shown that, although language identification is impossible, language generation is tractable. As this foundational area expa…