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cs.LG2023
"Private Prediction Strikes Back!'' Private Kernelized Nearest Neighbors with Individual Renyi Filter
Yuqing Zhu, Xuandong Zhao, Chuan Guo +1
Most existing approaches of differentially private (DP) machine learning focus on private training. Despite its many advantages, private training lacks the flexibility in adapting…
cs.LG2020
Bullseye Polytope: A Scalable Clean-Label Poisoning Attack with Improved Transferability
Hojjat Aghakhani, Dongyu Meng, Yu-Xiang Wang +2
A recent source of concern for the security of neural networks is the emergence of clean-label dataset poisoning attacks, wherein correctly labeled poison samples are injected into…