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cs.LG2022
Audit and Improve Robustness of Private Neural Networks on Encrypted Data
Jiaqi Xue, Lei Xu, Lin Chen +3
Performing neural network inference on encrypted data without decryption is one popular method to enable privacy-preserving neural networks (PNet) as a service. Compared with regul…
cs.CY2022
Local Differential Privacy Meets Computational Social Choice -- Resilience under Voter Deletion
Liangde Tao, Lin Chen, Lei Xu +1
The resilience of a voting system has been a central topic in computational social choice. Many voting rules, like plurality, are shown to be vulnerable as the attacker can target…