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Active Learning for Open-set Annotation


Jan 18, 2022
Kun-Peng Ning, Xun Zhao, Yu Li, Sheng-Jun Huang


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Learning from Crowds with Sparse and Imbalanced Annotations


Jul 11, 2021
Ye Shi, Shao-Yuan Li, Sheng-Jun Huang


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CCMN: A General Framework for Learning with Class-Conditional Multi-Label Noise


May 16, 2021
Ming-Kun Xie, Sheng-Jun Huang

* 18 pages 

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Improving Model Robustness by Adaptively Correcting Perturbation Levels with Active Queries


Mar 27, 2021
Kun-Peng Ning, Lue Tao, Songcan Chen, Sheng-Jun Huang

* To be published in AAAI-21 

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Co-Imitation Learning without Expert Demonstration


Mar 27, 2021
Kun-Peng Ning, Hu Xu, Kun Zhu, Sheng-Jun Huang


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Provable Defense Against Delusive Poisoning


Feb 09, 2021
Lue Tao, Lei Feng, Jinfeng Yi, Sheng-Jun Huang, Songcan Chen


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Reinforcement Learning with Supervision from Noisy Demonstrations


Jun 14, 2020
Kun-Peng Ning, Sheng-Jun Huang


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ALiPy: Active Learning in Python


Jan 12, 2019
Ying-Peng Tang, Guo-Xiang Li, Sheng-Jun Huang


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Cost-Effective Training of Deep CNNs with Active Model Adaptation


Jun 05, 2018
Sheng-Jun Huang, Jia-Wei Zhao, Zhao-Yang Liu

* 9 pages 

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Active Feature Acquisition with Supervised Matrix Completion


Jun 05, 2018
Sheng-Jun Huang, Miao Xu, Ming-Kun Xie, Masashi Sugiyama, Gang Niu, Songcan Chen

* 9 pages, 8 figures 

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WoCE: a framework for clustering ensemble by exploiting the wisdom of Crowds theory


Dec 20, 2016
Muhammad Yousefnezhad, Sheng-Jun Huang, Daoqiang Zhang

* Accepted in IEEE Transactions on Cybernetics 

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Fast Multi-Instance Multi-Label Learning


Oct 08, 2013
Sheng-Jun Huang, Zhi-Hua Zhou


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Multi-Instance Multi-Label Learning


Oct 23, 2011
Zhi-Hua Zhou, Min-Ling Zhang, Sheng-Jun Huang, Yu-Feng Li

* Artificial Intelligence, 2012, 176(1): 2291-2320 
* 64 pages, 10 figures; Artificial Intelligence, 2011 

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