Learning to Accelerate Heuristic Searching for Large-Scale Maximum Weighted b-Matching Problems in Online Advertising

May 12, 2020
Xiaotian Hao, Junqi Jin, Jianye Hao, Jin Li, Weixun Wang, Yi Ma, Zhenzhe Zheng, Han Li, Jian Xu, Kun Gai

* accepted by IJCAI 2020 

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On Deep Learning Solutions for Joint Transmitter and Noncoherent Receiver Design in MU-MIMO Systems

Apr 14, 2020
Songyan Xue, Yi Ma, Na Yi, Rahim Tafazolli

* 6 pages, 4 figures 

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A Modular Neural Network Based Deep Learning Approach for MIMO Signal Detection

Apr 01, 2020
Songyan Xue, Yi Ma, Na Yi, Terence E. Dodgson

* 12 pages, 11 figures, transcation on communications 

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Rethinking Bias-Variance Trade-off for Generalization of Neural Networks

Mar 21, 2020
Zitong Yang, Yaodong Yu, Chong You, Jacob Steinhardt, Yi Ma


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KoGuN: Accelerating Deep Reinforcement Learning via Integrating Human Suboptimal Knowledge

Feb 18, 2020
Peng Zhang, Jianye Hao, Weixun Wang, Hongyao Tang, Yi Ma, Yihai Duan, Yan Zheng


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NeurVPS: Neural Vanishing Point Scanning via Conic Convolution

Oct 14, 2019
Yichao Zhou, Haozhi Qi, Jingwei Huang, Yi Ma


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Spectral-based Graph Convolutional Network for Directed Graphs

Jul 21, 2019
Yi Ma, Jianye Hao, Yaodong Yang, Han Li, Junqi Jin, Guangyong Chen


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Complete Dictionary Learning via $\ell^4$-Norm Maximization over the Orthogonal Group

Jul 10, 2019
Yuexiang Zhai, Zitong Yang, Zhenyu Liao, John Wright, Yi Ma


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Towards Unified Acceleration of High-Order Algorithms under Hölder Continuity and Uniform Convexity

Jun 03, 2019
Chaobing Song, Yi Ma

* 41 pages, 9 figures 

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Learning to Reconstruct 3D Manhattan Wireframes from a Single Image

May 17, 2019
Yichao Zhou, Haozhi Qi, Yuexiang Zhai, Qi Sun, Zhili Chen, Li-Yi Wei, Yi Ma

* A video demonstration can be found in https://youtu.be/l3sUtddPJPY 

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End-to-End Wireframe Parsing

May 08, 2019
Yichao Zhou, Haozhi Qi, Yi Ma


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Fine-grained Video Categorization with Redundancy Reduction Attention

Oct 26, 2018
Chen Zhu, Xiao Tan, Feng Zhou, Xiao Liu, Kaiyu Yue, Errui Ding, Yi Ma

* Correcting a typo in ECCV version 

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Structured Attentions for Visual Question Answering

Aug 07, 2017
Chen Zhu, Yanpeng Zhao, Shuaiyi Huang, Kewei Tu, Yi Ma

* ICCV2017 

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Graph Construction with Label Information for Semi-Supervised Learning

Feb 12, 2017
Liansheng Zhuang, Zihan Zhou, Jingwen Yin, Shenghua Gao, Zhouchen Lin, Yi Ma, Nenghai Yu

* This paper is withdrawn by the authors for some errors 

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Automatic Layer Separation using Light Field Imaging

Jun 15, 2015
Qiaosong Wang, Haiting Lin, Yi Ma, Sing Bing Kang, Jingyi Yu

* 9 pages, 9 figures 

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ROML: A Robust Feature Correspondence Approach for Matching Objects in A Set of Images

Mar 31, 2015
Kui Jia, Tsung-Han Chan, Zinan Zeng, Shenghua Gao, Gang Wang, Tianzhu Zhang, Yi Ma


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Robust Face Recognition by Constrained Part-based Alignment

Jan 20, 2015
Yuting Zhang, Kui Jia, Yueming Wang, Gang Pan, Tsung-Han Chan, Yi Ma


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Constructing a Non-Negative Low Rank and Sparse Graph with Data-Adaptive Features

Sep 03, 2014
Liansheng Zhuang, Shenghua Gao, Jinhui Tang, Jingjing Wang, Zhouchen Lin, Yi Ma


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PCANet: A Simple Deep Learning Baseline for Image Classification?

Aug 28, 2014
Tsung-Han Chan, Kui Jia, Shenghua Gao, Jiwen Lu, Zinan Zeng, Yi Ma


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Blind Image Deblurring by Spectral Properties of Convolution Operators

Apr 22, 2014
Guangcan Liu, Shiyu Chang, Yi Ma


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Collaborative Representation based Classification for Face Recognition

Mar 10, 2014
Lei Zhang, Meng Yang, Xiangchu Feng, Yi Ma, David Zhang

* It is a substantial revision of a previous conference paper (L. Zhang, M. Yang, et al. "Sparse Representation or Collaborative Representation: Which Helps Face Recognition?" in ICCV 2011) 

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Sparse Illumination Learning and Transfer for Single-Sample Face Recognition with Image Corruption and Misalignment

Feb 08, 2014
Liansheng Zhuang, Tsung-Han Chan, Allen Y. Yang, S. Shankar Sastry, Yi Ma


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Fast L1-Minimization Algorithms For Robust Face Recognition

Aug 26, 2012
Allen Y. Yang, Zihan Zhou, Arvind Ganesh, S. Shankar Sastry, Yi Ma


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Robust Recovery of Subspace Structures by Low-Rank Representation

May 06, 2012
Guangcan Liu, Zhouchen Lin, Shuicheng Yan, Ju Sun, Yong Yu, Yi Ma

* IEEE Trans. Pattern Analysis and Machine Intelligence, 35(2013) 171-184 
* IEEE Trans. Pattern Analysis and Machine Intelligence 

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Generalized Principal Component Analysis (GPCA)

Feb 17, 2012
Rene Vidal, Yi Ma, Shankar Sastry

* IEEE Transactions on Pattern Analysis and Machine Intelligence, vol 27, no 12, 2005 

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Sparsity and Robustness in Face Recognition

Nov 03, 2011
John Wright, Arvind Ganesh, Allen Yang, Zihan Zhou, Yi Ma


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TILT: Transform Invariant Low-rank Textures

Dec 15, 2010
Zhengdong Zhang, Arvind Ganesh, Xiao Liang, Yi Ma

* Submitted to IJCV. Conference version presented at ACCV 2010 

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Segmentation of Natural Images by Texture and Boundary Compression

Jun 18, 2010
Hossein Mobahi, Shankar R. Rao, Allen Y. Yang, Shankar S. Sastry, Yi Ma


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