Rethink the Connections among Generalization, Memorization and the Spectral Bias of DNNs

Apr 29, 2020
Xiao Zhang, Dongrui Wu

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* 14 pages,11 figures 

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Nearly Optimal Risk Bounds for Kernel K-Means

Mar 09, 2020
Yong Liu, Lizhong Ding, Hua Zhang, Wenqi Ren, Xiao Zhang, Shali Jiang, Xinwang Liu, Weiping Wang

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Tiny Noise Can Make an EEG-Based Brain-Computer Interface Speller Output Anything

Mar 04, 2020
Xiao Zhang, Dongrui Wu, Lieyun Ding, Hanbin Luo, Chin-Teng Lin, Tzyy-Ping Jung, Ricardo Chavarriaga

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Understanding the Intrinsic Robustness of Image Distributions using Conditional Generative Models

Mar 01, 2020
Xiao Zhang, Jinghui Chen, Quanquan Gu, David Evans

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* 14 pages, 2 figures, 5 tables, AISTATS final paper reformatted for readability 

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Learning Adversarially Robust Representations via Worst-Case Mutual Information Maximization

Feb 26, 2020
Sicheng Zhu, Xiao Zhang, David Evans

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* 18 pages, 6 figures 

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Label-guided Learning for Text Classification

Feb 25, 2020
Xien Liu, Song Wang, Xiao Zhang, Xinxin You, Ji Wu, Dejing Dou

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Tensor Graph Convolutional Networks for Text Classification

Jan 12, 2020
Xien Liu, Xinxin You, Xiao Zhang, Ji Wu, Ping Lv

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* 8 pages, 4 figures 

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Empirical Studies on the Properties of Linear Regions in Deep Neural Networks

Jan 04, 2020
Xiao Zhang, Dongrui Wu

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* In ICLR 2020 

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Learn to Segment Retinal Lesions and Beyond

Dec 25, 2019
Qijie Wei, Xirong Li, Weihong Yu, Xiao Zhang, Yongpeng Zhang, Bojie Hu, Bin Mo, Di Gong, Ning Chen, Dayong Ding, Youxin Chen

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* 13 pages, 5 figures 

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Universal Adversarial Perturbations for CNN Classifiers in EEG-Based BCIs

Dec 03, 2019
Zihan Liu, Xiao Zhang, Dongrui Wu

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An Anomaly Contribution Explainer for Cyber-Security Applications

Dec 01, 2019
Xiao Zhang, Manish Marwah, I-ta Lee, Martin Arlitt, Dan Goldwasser

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Active Learning for Black-Box Adversarial Attacks in EEG-Based Brain-Computer Interfaces

Nov 07, 2019
Xue Jiang, Xiao Zhang, Dongrui Wu

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SegSort: Segmentation by Discriminative Sorting of Segments

Oct 30, 2019
Jyh-Jing Hwang, Stella X. Yu, Jianbo Shi, Maxwell D. Collins, Tien-Ju Yang, Xiao Zhang, Liang-Chieh Chen

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* In ICCV 2019. Webpage & Code: https://jyhjinghwang.github.io/projects/segsort.html 

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An Adaptive Empirical Bayesian Method for Sparse Deep Learning

Oct 23, 2019
Wei Deng, Xiao Zhang, Faming Liang, Guang Lin

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* Accepted by NeurIPS 2019 

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Low-cost LIDAR based Vehicle Pose Estimation and Tracking

Oct 03, 2019
Chen Fu, Chiyu Dong, Xiao Zhang, John M. Dolan

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Learning Conceptual-Contexual Embeddings for Medical Text

Aug 16, 2019
Xiao Zhang, Dejing Dou, Ji Wu

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The iMaterialist Fashion Attribute Dataset

Jun 14, 2019
Sheng Guo, Weilin Huang, Xiao Zhang, Prasanna Srikhanta, Yin Cui, Yuan Li, Matthew R. Scott, Hartwig Adam, Serge Belongie

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Sentiment Tagging with Partial Labels using Modular Architectures

Jun 04, 2019
Xiao Zhang, Dan Goldwasser

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Empirically Measuring Concentration: Fundamental Limits on Intrinsic Robustness

May 29, 2019
Saeed Mahloujifar, Xiao Zhang, Mohammad Mahmoody, David Evans

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* 17 pages, 3 figures, 4 tables 

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Joint Learning of Neural Networks via Iterative Reweighted Least Squares

May 16, 2019
Zaiwei Zhang, Xiangru Huang, Qixing Huang, Xiao Zhang, Yuan Li

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P2SGrad: Refined Gradients for Optimizing Deep Face Models

May 07, 2019
Xiao Zhang, Rui Zhao, Junjie Yan, Mengya Gao, Yu Qiao, Xiaogang Wang, Hongsheng Li

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* Accepted by CVPR 2019 

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AdaCos: Adaptively Scaling Cosine Logits for Effectively Learning Deep Face Representations

May 07, 2019
Xiao Zhang, Rui Zhao, Yu Qiao, Xiaogang Wang, Hongsheng Li

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* CVPR 2019 Oral 

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Normalized Diversification

Apr 10, 2019
Shaohui Liu, Xiao Zhang, Jianqiao Wangni, Jianbo Shi

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* 12 pages, 9 figures, to appear in CVPR 2019 

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On the Vulnerability of CNN Classifiers in EEG-Based BCIs

Mar 31, 2019
Xiao Zhang, Dongrui Wu

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DeeperLab: Single-Shot Image Parser

Mar 12, 2019
Tien-Ju Yang, Maxwell D. Collins, Yukun Zhu, Jyh-Jing Hwang, Ting Liu, Xiao Zhang, Vivienne Sze, George Papandreou, Liang-Chieh Chen

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* 20 pages. The code of the proposed Parsing Covering metric is available at http://deeperlab.mit.edu 

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Delta Embedding Learning

Dec 11, 2018
Xiao Zhang, Ji Wu

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