no code implementations • 2 Sep 2020 • Han Xu, Ya-Xin Li, Xiaorui Liu, Hui Liu, Jiliang Tang
Thus, in this paper, we perform the initial study about adversarial attacks on meta learning under the few-shot classification problem.
3 code implementations • 13 May 2020 • Ya-Xin Li, Wei Jin, Han Xu, Jiliang Tang
DeepRobust is a PyTorch adversarial learning library which aims to build a comprehensive and easy-to-use platform to foster this research field.
3 code implementations • 2 Mar 2020 • Wei Jin, Ya-Xin Li, Han Xu, Yiqi Wang, Shuiwang Ji, Charu Aggarwal, Jiliang Tang
As the extensions of DNNs to graphs, Graph Neural Networks (GNNs) have been demonstrated to inherit this vulnerability.
no code implementations • 19 Feb 2020 • Shuo-Fei Wang, Wen-Kai Yu, Ya-Xin Li
Networks with large receptive field (RF) have shown advanced fitting ability in recent years.
no code implementations • 30 Jan 2020 • Xiuxian Xu, Pei Wang, Xiaozheng Gan, Ya-Xin Li, Li Zhang, Qing Zhang, Mei Zhou, Yinghui Zhao, Xinwei Li
In coarse registration, point clouds produced by each scan are projected onto a spherical surface to generate a series of two-dimensional (2D) images, which are used to estimate the initial positions of multiple scans.