NeuJeans: Private Neural Network Inference with Joint Optimization of Convolution and Bootstrapping

no code implementations • 7 Dec 2023 • Jae Hyung Ju, Jaiyoung Park, Jongmin Kim, Donghwan Kim, Jung Ho Ahn

NeuJeans accelerates the performance of conv2d by up to 5. 68 times compared to state-of-the-art FHE-based PI work and performs the PI of a CNN at the scale of ImageNet (ResNet18) within a mere few seconds

NeuralEQ: Neural-Network-Based Equalizer for High-Speed Wireline Communication

no code implementations • 4 Aug 2023 • Hanseok Kim, Jae Hyung Ju, Hyun Seok Choi, Hyeri Roh, Woo-Seok Choi

With the growing demand for high-bandwidth applications like video streaming and cloud services, the data transfer rates required for wireline communication keeps increasing, making the channel loss a major obstacle in achieving low bit error rate (BER).