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HEQuant: Marrying Homomorphic Encryption and Quantization for Communication-Efficient Private Inference
Compared with prior-art HE-based protocols, e. g., CrypTFlow2, Cheetah, Iron, etc, HEQuant achieves $3. 5\sim 23. 4\times$ communication reduction and $3. 0\sim 9. 3\times$ latency reduction.
Falcon: Accelerating Homomorphically Encrypted Convolutions for Efficient Private Mobile Network Inference
Efficient networks, e. g., MobileNetV2, EfficientNet, etc, achieves state-of-the-art (SOTA) accuracy with lightweight computation.
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