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Partial Domain Adaptation without Domain Alignment


Aug 29, 2021
Weikai Li, Songcan Chen

* 10 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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Provable Defense Against Delusive Poisoning


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


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Learning Twofold Heterogeneous Multi-Task by Sharing Similar Convolution Kernel Pairs


Jan 29, 2021
Quan Feng, Songcan Chen


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With False Friends Like These, Who Can Have Self-Knowledge?


Dec 29, 2020
Lue Tao, Songcan Chen

* Preprint (Under review). In this paper, we were the first to introduce the notion of hypocritical examples (inputs perturbed to correct model prediction). This manuscript was first published at OpenReview on September 28, 2020. Please see https://openreview.net/forum?id=bQtejwuIqB 

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Leave Zero Out: Towards a No-Cross-Validation Approach for Model Selection


Dec 28, 2020
Weikai Li, Chuanxing Geng, Songcan Chen


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Convex Subspace Clustering by Adaptive Block Diagonal Representation


Sep 22, 2020
Yunxia Lin, Songcan Chen

* 13 pages, 11 figures, 8 tables 

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Unsupervised Domain Adaptation with Progressive Adaptation of Subspaces


Sep 01, 2020
Weikai Li, Songcan Chen


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Accelerated Stochastic Gradient-free and Projection-free Methods


Aug 10, 2020
Feihu Huang, Lue Tao, Songcan Chen

* Accepted to ICML 2020, 34 pages 

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Faster Stochastic Alternating Direction Method of Multipliers for Nonconvex Optimization


Aug 10, 2020
Feihu Huang, Songcan Chen, Heng Huang

* Published in ICML 2019, 43 pages. arXiv admin note: text overlap with arXiv:1907.13463 

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A Concise yet Effective model for Non-Aligned Incomplete Multi-view and Missing Multi-label Learning


May 03, 2020
Xiang Li, Songcan Chen

* 9 pages, 4 figures 

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A Centroid Auto-Fused Hierarchical Fuzzy c-Means Clustering


Apr 27, 2020
Yunxia Lin, Songcan Chen

* 12 pages, accepted by IEEE Transactions on Fuzzy Systems 

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Global Expanding, Local Shrinking: Discriminant Multi-label Learning with Missing Labels


Apr 08, 2020
Zhongchen Ma, Songcan Chen


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Unsupervised Domain Adaptation Through Transferring both the Source-Knowledge and Target-Relatedness Simultaneously


Mar 24, 2020
Qing Tian, Chuang Ma, Meng Cao, Songcan Chen


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Domain Adaptation Through Transferring both the Source-Knowledge and Target-Relatedness Simultaneously


Mar 18, 2020
Qing Tian, Chuang Ma, Meng Cao, Songcan Chen


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A Multi-view Perspective of Self-supervised Learning


Feb 22, 2020
Chuanxing Geng, Zhenghao Tan, Songcan Chen


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Visual and Semantic Prototypes-Jointly Guided CNN for Generalized Zero-shot Learning


Aug 14, 2019
Chuanxing Geng, Lue Tao, Songcan Chen


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Zeroth-Order Stochastic Alternating Direction Method of Multipliers for Nonconvex Nonsmooth Optimization


May 29, 2019
Feihu Huang, Shangqian Gao, Songcan Chen, Heng Huang

* To Appear in IJCAI 2019 

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Doubly Aligned Incomplete Multi-view Clustering


Mar 07, 2019
Menglei Hu, Songcan Chen

* 8 pages, IJCAI2018 

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One-Pass Incomplete Multi-view Clustering


Mar 02, 2019
Menglei Hu, Songcan Chen

* 9 pages, published in the AAAI 2019 

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Faster Gradient-Free Proximal Stochastic Methods for Nonconvex Nonsmooth Optimization


Feb 16, 2019
Feihu Huang, Bin Gu, Zhouyuan Huo, Songcan Chen, Heng Huang

* AAAI-2019, 22 pages 

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Recent Advances in Open Set Recognition: A Survey


Nov 21, 2018
Chuanxing Geng, Sheng-jun Huang, Songcan Chen

* This is a preliminary and will be kept updated, any suggestions and comments are welcome ([email protected]

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Collective decision for open set recognition


Oct 26, 2018
Chuanxing Geng, Songcan Chen

* Rethinking the nature of this work, we replace the original title of this article with "Collective decision for open set recognition", to further emphasize that our main contribution here is to present a collective/batch decision strategy for open set recognition, which has been detailed in the new manuscript 

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Multi-target Unsupervised Domain Adaptation without Exactly Shared Categories


Sep 17, 2018
Huanhuan Yu, Menglei Hu, Songcan Chen


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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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