Ja-Ling Wu

CHIP: Efficient Homomorphic Encryption-Based CNN Batch Inference Using Channel-Interleaved Packing with Small Rotation Key Set

As privacy concerns rise, numerous laws require machine learning-based applications to comply with stringent privacy regulations. While Homomorphic Encryption (HE) allows computation directly on encrypted data, existing HE-based inference solutions suffer from significant computational and memory overhead for both sing...