Mahmoud Y. M. Yassin

EI-DDLGN: Efficient Encrypted Inference with Deep Differentiable Logic Gate Networks under TFHE

EI-DDLGN is presented, the first in-depth study of TFHE-based DDLGN inference, and how encrypted execution cost depends on model size, learned Boolean-function distribution, and propagated wire status is characterized, and Model-Fixed-Wire PBS Bypass (MFW-PBS Bypass), a semantics-preserving execution strategy that elim...