131 citations · 166 across the 15 of their papers we have counts for
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cs.LG2018
Ambient Hidden Space of Generative Adversarial Networks
Xinhan Di, Pengqian Yu, Meng Tian
Generative adversarial models are powerful tools to model structure in complex distributions for a variety of tasks. Current techniques for learning generative models require an ac…
cs.LG2018★ 2 cited
Towards Adversarial Training with Moderate Performance Improvement for Neural Network Classification
Xinhan Di, Pengqian Yu, Meng Tian
It has been demonstrated that deep neural networks are prone to noisy examples particular adversarial samples during inference process. The gap between robust deep learning systems…
cs.CV2018★ 131 cited
PointCNN: Convolution On -Transformed Points
Yangyan Li, Rui Bu, Mingchao Sun +3
We present a simple and general framework for feature learning from point clouds. The key to the success of CNNs is the convolution operator that is capable of leveraging spatially…