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Yi Ma
Adversarial Robustness of Stabilized NeuralODEs Might be from Obfuscated Gradients

Sep 28, 2020
Yifei Huang, Yaodong Yu, Hongyang Zhang, Yi Ma, Yuan Yao

* 16 pages 
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HoliCity: A City-Scale Data Platform for Learning Holistic 3D Structures

Aug 07, 2020
Yichao Zhou, Jingwei Huang, Xili Dai, Linjie Luo, Zhili Chen, Yi Ma


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Learning Long-term Visual Dynamics with Region Proposal Interaction Networks

Aug 05, 2020
Haozhi Qi, Xiaolong Wang, Deepak Pathak, Yi Ma, Jitendra Malik

* Code: https://github.com/HaozhiQi/RPIN; Website: https://haozhiqi.github.io/RPIN/ 
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Learning to Parse Wireframes in Images of Man-Made Environments

Jul 15, 2020
Kun Huang, Yifan Wang, Zihan Zhou, Tianjiao Ding, Shenghua Gao, Yi Ma

* IEEE Conference on Computer Vision and Pattern Recognition (2018) 626-635 
 * CVPR 2018 
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Deep Isometric Learning for Visual Recognition

Jun 30, 2020
Haozhi Qi, Chong You, Xiaolong Wang, Yi Ma, Jitendra Malik

* ICML 2020; Code: https://github.com/HaozhiQi/ISONet 
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Dynamic Knapsack Optimization Towards Efficient Multi-Channel Sequential Advertising

Jun 29, 2020
Xiaotian Hao, Zhaoqing Peng, Yi Ma, Guan Wang, Junqi Jin, Jianye Hao, Shan Chen, Rongquan Bai, Mingzhou Xie, Miao Xu, Zhenzhe Zheng, Chuan Yu, Han Li, Jian Xu, Kun Gai

* accepted by ICML 2020 
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Stochastic Variance Reduction via Accelerated Dual Averaging for Finite-Sum Optimization

Jun 27, 2020
Chaobing Song, Yong Jiang, Yi Ma

* 22 pages, 12 figures 
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Learning to Detect 3D Reflection Symmetry for Single-View Reconstruction

Jun 17, 2020
Yichao Zhou, Shichen Liu, Yi Ma


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Robust Recovery via Implicit Bias of Discrepant Learning Rates for Double Over-parameterization

Jun 16, 2020
Chong You, Zhihui Zhu, Qing Qu, Yi Ma


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Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction

Jun 15, 2020
Yaodong Yu, Kwan Ho Ryan Chan, Chong You, Chaobing Song, Yi Ma


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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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