2 papers
cs.LG2021
Multi-Trigger-Key: Towards Multi-Task Privacy Preserving In Deep Learning
Ren Wang, Zhe Xu, Alfred Hero
Deep learning-based Multi-Task Classification (MTC) is widely used in applications like facial attributes and healthcare that warrant strong privacy guarantees. In this work, we ai…
cs.LG2021
Deep Adversarially-Enhanced k-Nearest Neighbors
Ren Wang, Tianqi Chen, Alfred Hero
Recent works have theoretically and empirically shown that deep neural networks (DNNs) have an inherent vulnerability to small perturbations. Applying the Deep k-Nearest Neighbors…