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Label Structure Preserving Contrastive Embedding for Multi-Label Learning with Missing Labels


Sep 03, 2022
Zhongchen Ma, Lisha Li, Qirong Mao, Songcan Chen

* 11 pages,8 figures 

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Class-Aware Universum Inspired Re-Balance Learning for Long-Tailed Recognition


Aug 11, 2022
Enhao Zhang, Chuanxing Geng, Songcan Chen


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Towards Adaptive Unknown Authentication for Universal Domain Adaptation by Classifier Paradox


Jul 10, 2022
Yunyun Wang, Yao Liu, Songcan Chen


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Dual-Correction Adaptation Network for Noisy Knowledge Transfer


Jul 10, 2022
Yunyun Wang, Weiwen Zheng, Songcan Chen


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Reconstruction Enhanced Multi-View Contrastive Learning for Anomaly Detection on Attributed Networks


May 10, 2022
Jiaqiang Zhang, Senzhang Wang, Songcan Chen

* Accepted at IJCAI-ECAI 2022 

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View-labels Are Indispensable: A Multifacet Complementarity Study of Multi-view Clustering


May 05, 2022
Chuanxing Geng, Aiyang Han, Songcan Chen

* The work is in the process of further improvement at present. The first two authors contributed equally to this work 

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A Novel Splitting Criterion Inspired by Geometric Mean Metric Learning for Decision Tree


Apr 23, 2022
Dan Li, Songcan Chen

* Accepted by ICPR2022 

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Universum-inspired Supervised Contrastive Learning


Apr 22, 2022
Aiyang Han, Songcan Chen


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Learning Downstream Task by Selectively Capturing Complementary Knowledge from Multiple Self-supervisedly Learning Pretexts


Apr 11, 2022
Quan Feng, Qingyuan Wu, Jiayu Yao, Songcan Chen


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