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Ran Ran
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CryptoGCN: Fast and scalable homomorphically encrypted graph convolutional network inference
R Ran, N Xu, W Wang, G Quan, J Yin, W Wen
Advances in Neural Information Processing Systems 35, 37676-37689, 2022
132022
PASNet: Polynomial Architecture Search Framework for Two-party Computation-based Secure Neural Network Deployment
H Peng, S Zhou, Y Luo, N Xu, S Duan, R Ran, J Zhao, C Wang, T Geng, ...
2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023
10*2023
RRNet: Towards ReLU-Reduced Neural Network for Two-party Computation Based Private Inference
H Peng, S Zhou, Y Luo, N Xu, S Duan, R Ran, J Zhao, S Huang, X Xie, ...
AAAI'2023 Workshop on DeepLearning-Hardware Co-Design for AI Acceleration, 2023
102023
LinGCN: Structural Linearized Graph Convolutional Network for Homomorphically Encrypted Inference
H Peng, R Ran, Y Luo, J Zhao, S Huang, K Thorat, T Geng, C Wang, X Xu, ...
Advances in Neural Information Processing Systems 36, 2023
62023
NeuGuard: Lightweight neuron-guided defense against membership inference attacks
N Xu, B Wang, R Ran, W Wen, P Venkitasubramaniam
Proceedings of the 38th Annual Computer Security Applications Conference …, 2022
42022
EVE: Environmental Adaptive Neural Network Models for Low-power Energy Harvesting System
S Islam, S Zhou, R Ran, YF Jin, W Wen, C Ding, M Xie
Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided …, 2022
32022
SpENCNN: Orchestrating Encoding and Sparsity for Fast Homomorphically Encrypted Neural Network Inference
R Ran, X Luo, W Wang, T Liu, G Quan, X Xu, C Ding, W Wen
Proceedings of the 40th International Conference on Machine Learning 202 …, 2023
22023
Penguin: Parallel-Packed Homomorphic Encryption for Fast Graph Convolutional Network Inference
R Ran, N Xu, T Liu, W Wang, G Quan, W Wen
Thirty-seventh Conference on Neural Information Processing Systems, 2023
2023
Embedded Crowdsensing for Pavement Monitoring and its Incentive Mechanisms
M Machado, R Ran, L Cheng
Machine Learning under Resource Constraints - Applications 3, 286-297, 2022
2022
signSARAH: a lower cost optimization algorithm for Neural Network with the large scale dataset
R Ran
Lehigh University, 2020
2020
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