16 citations · 71 across the 15 of their papers we have counts for
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cs.LG2021★ 3 cited
DPNAS: Neural Architecture Search for Deep Learning with Differential Privacy
Anda Cheng, Jiaxing Wang, Xi Sheryl Zhang +3
Training deep neural networks (DNNs) for meaningful differential privacy (DP) guarantees severely degrades model utility. In this paper, we demonstrate that the architecture of DNN…
cs.LG2020
Multi-Faceted Representation Learning with Hybrid Architecture for Time Series Classification
Zhenyu Liu, Jian Cheng
Time series classification problems exist in many fields and have been explored for a couple of decades. However, they still remain challenging, and their solutions need to be furt…
cs.LG2019
Semi-supervised Learning with Contrastive Predicative Coding
Jiaxing Wang, Yin Zheng, Xiaoshuang Chen +2
Semi-supervised learning (SSL) provides a powerful framework for leveraging unlabeled data when labels are limited or expensive to obtain. SSL algorithms based on deep neural netwo…