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Learning from Very Few Samples: A Survey

Sep 12, 2020
Jiang Lu, Pinghua Gong, Jieping Ye, Changshui Zhang

* 30 pages 

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On Connections between Regularizations for Improving DNN Robustness

Jul 04, 2020
Yiwen Guo, Long Chen, Yurong Chen, Changshui Zhang

* Accepted by TPAMI 

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Road Network Metric Learning for Estimated Time of Arrival

Jun 24, 2020
Yiwen Sun, Kun Fu, Zheng Wang, Changshui Zhang, Jieping Ye

* Accepted by 25th International Conference on Pattern Recognition (ICPR 2020) 

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xOrder: A Model Agnostic Post-Processing Framework for Achieving Ranking Fairness While Maintaining Algorithm Utility

Jun 16, 2020
Sen Cui, Weishen Pan, Changshui Zhang, Fei Wang

* change the places of the last four figures 

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FMA-ETA: Estimating Travel Time Entirely Based on FFN With Attention

Jun 07, 2020
Yiwen Sun, Yulu Wang, Kun Fu, Zheng Wang, Ziang Yan, Changshui Zhang, Jieping Ye


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Fusion Recurrent Neural Network

Jun 07, 2020
Yiwen Sun, Yulu Wang, Kun Fu, Zheng Wang, Changshui Zhang, Jieping Ye


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Constructing Geographic and Long-term Temporal Graph for Traffic Forecasting

Apr 23, 2020
Yiwen Sun, Yulu Wang, Kun Fu, Zheng Wang, Changshui Zhang, Jieping Ye

* 7 pages, 5 figures 

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Boosting Semantic Human Matting with Coarse Annotations

Apr 10, 2020
Jinlin Liu, Yuan Yao, Wendi Hou, Miaomiao Cui, Xuansong Xie, Changshui Zhang, Xian-sheng Hua


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GreedyNAS: Towards Fast One-Shot NAS with Greedy Supernet

Mar 25, 2020
Shan You, Tao Huang, Mingmin Yang, Fei Wang, Chen Qian, Changshui Zhang

* To appear in CVPR 2020 

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RL-Duet: Online Music Accompaniment Generation Using Deep Reinforcement Learning

Feb 08, 2020
Nan Jiang, Sheng Jin, Zhiyao Duan, Changshui Zhang


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Adversarial Margin Maximization Networks

Nov 14, 2019
Ziang Yan, Yiwen Guo, Changshui Zhang

* 11 pages + 1 page appendix, accepted by T-PAMI 

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What You See is What You Get: Visual Pronoun Coreference Resolution in Dialogues

Sep 01, 2019
Xintong Yu, Hongming Zhang, Yangqiu Song, Yan Song, Changshui Zhang

* 10 pages, 7 figures. Accepted by EMNLP 2019 

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Self-reinforcing Unsupervised Matching

Aug 23, 2019
Jiang Lu, Lei Li, Changshui Zhang

* 15 pages 

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Subspace Attack: Exploiting Promising Subspaces for Query-Efficient Black-box Attacks

Jun 11, 2019
Ziang Yan, Yiwen Guo, Changshui Zhang

* 10 pages + 3 pages supplementary material 

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Deep Likelihood Network for Image Restoration with Multiple Degradations

Apr 19, 2019
Yiwen Guo, Wangmeng Zuo, Changshui Zhang, Yurong Chen

* 10 pages, 4 figures 

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Knowledge Distillation from Few Samples

Dec 05, 2018
Tianhong Li, Jianguo Li, Zhuang Liu, Changshui Zhang


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Sparse DNNs with Improved Adversarial Robustness

Oct 23, 2018
Yiwen Guo, Chao Zhang, Changshui Zhang, Yurong Chen

* To appear in NIPS2018 

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Model-Protected Multi-Task Learning

Sep 19, 2018
Jian Liang, Ziqi Liu, Jiayu Zhou, Xiaoqian Jiang, Changshui Zhang, Fei Wang

* Supplemental materials are attached at the end of the main paper 

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Deep Defense: Training DNNs with Improved Adversarial Robustness

May 30, 2018
Ziang Yan, Yiwen Guo, Changshui Zhang

* 10 pages + 6 pages supplementary material 

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Optimizing Recurrent Neural Networks Architectures under Time Constraints

Feb 21, 2018
Junqi Jin, Ziang Yan, Kun Fu, Nan Jiang, Changshui Zhang

* Withdrawn due to incompleteness and some overlaps with existing literatures, I will resubmit adding further results 

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Neural Network Architecture Optimization through Submodularity and Supermodularity

Feb 21, 2018
Junqi Jin, Ziang Yan, Kun Fu, Nan Jiang, Changshui Zhang

* Withdrawn due to incompleteness and some overlaps with existing literatures, I will resubmit adding further results 

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Traffic Flow Forecasting Using a Spatio-Temporal Bayesian Network Predictor

Dec 24, 2017
Shiliang Sun, Changshui Zhang, Yi Zhang

* The 15th International Conference on Artificial Neural Networks (ICANN), 2005, pp. 273-278 

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An In-field Automatic Wheat Disease Diagnosis System

Sep 26, 2017
Jiang Lu, Jie Hu, Guannan Zhao, Fenghua Mei, Changshui Zhang

* Computers and Electronics in Agriculture, 142PA (2017): 369-379 
* 15 pages 

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Learning Efficient Convolutional Networks through Network Slimming

Aug 22, 2017
Zhuang Liu, Jianguo Li, Zhiqiang Shen, Gao Huang, Shoumeng Yan, Changshui Zhang

* Accepted by ICCV 2017 

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Zero-Shot Learning by Generating Pseudo Feature Representations

Mar 19, 2017
Jiang Lu, Jin Li, Ziang Yan, Changshui Zhang

* Pattern Recognition, Volume 80, August 2018, Pages 129-142 
* 9 pages 

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Weakly- and Semi-Supervised Object Detection with Expectation-Maximization Algorithm

Feb 28, 2017
Ziang Yan, Jian Liang, Weishen Pan, Jin Li, Changshui Zhang

* 9 pages 

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A DNN Framework For Text Image Rectification From Planar Transformations

Nov 14, 2016
Chengzhe Yan, Jie Hu, Changshui Zhang

* 9 pages, 10 figures 

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Audio Classical Composer Identification by Deep Neural Network

Mar 16, 2016
Zhen Hu, Kun Fu, Changshui Zhang

* I will update it 

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Aligning where to see and what to tell: image caption with region-based attention and scene factorization

Jun 20, 2015
Junqi Jin, Kun Fu, Runpeng Cui, Fei Sha, Changshui Zhang


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