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Multi-Class Classification from Single-Class Data with Confidences


Jun 16, 2021
Yuzhou Cao, Lei Feng, Senlin Shu, Yitian Xu, Bo An, Gang Niu, Masashi Sugiyama

* 23 pages, 1 figure 

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On the Robustness of Average Losses for Partial-Label Learning


Jun 11, 2021
Jiaqi Lv, Lei Feng, Miao Xu, Bo An, Gang Niu, Xin Geng, Masashi Sugiyama


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Learning from Similarity-Confidence Data


Feb 13, 2021
Yuzhou Cao, Lei Feng, Yitian Xu, Bo An, Gang Niu, Masashi Sugiyama

* 33 pages, 5 figures 

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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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MetaInfoNet: Learning Task-Guided Information for Sample Reweighting


Dec 09, 2020
Hongxin Wei, Lei Feng, Rundong Wang, Bo An


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SemiNLL: A Framework of Noisy-Label Learning by Semi-Supervised Learning


Dec 02, 2020
Zhuowei Wang, Jing Jiang, Bo Han, Lei Feng, Bo An, Gang Niu, Guodong Long


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Pointwise Binary Classification with Pairwise Confidence Comparisons


Oct 05, 2020
Lei Feng, Senlin Shu, Nan Lu, Bo Han, Miao Xu, Gang Niu, Bo An, Masashi Sugiyama


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COMET: Convolutional Dimension Interaction for Deep Matrix Factorization


Aug 18, 2020
Zhuoyi Lin, Lei Feng, Xingzhi Guo, Rui Yin, Chee Keong Kwoh, Chi Xu


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GLIMG: Global and Local Item Graphs for Top-N Recommender Systems


Aug 18, 2020
Zhuoyi Lin, Lei Feng, Rui Yin, Chi Xu, Chee-Keong Kwoh


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Provably Consistent Partial-Label Learning


Jul 17, 2020
Lei Feng, Jiaqi Lv, Bo Han, Miao Xu, Gang Niu, Xin Geng, Bo An, Masashi Sugiyama


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Incorporating Multiple Cluster Centers for Multi-Label Learning


Apr 17, 2020
Senlin Shu, Fengmao Lv, Lei Feng, Jun Huang, Shuo He, Jun He, Li Li

* 18 pages with 4 figures and 4 tables 

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Learning Cross-domain Semantic-Visual Relation for Transductive Zero-Shot Learning


Mar 31, 2020
Jianyang Zhang, Fengmao Lv, Guowu Yang, Lei Feng, Yufeng Yu, Lixin Duan


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Combating noisy labels by agreement: A joint training method with co-regularization


Mar 06, 2020
Hongxin Wei, Lei Feng, Xiangyu Chen, Bo An

* Accepted by CVPR 2020; Code is available at: https://github.com/hongxin001/JoCoR. arXiv admin note: text overlap with arXiv:1901.04215 by other authors 

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Progressive Identification of True Labels for Partial-Label Learning


Feb 19, 2020
Jiaqi Lv, Miao Xu, Lei Feng, Gang Niu, Xin Geng, Masashi Sugiyama


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Learning from Multiple Complementary Labels


Dec 30, 2019
Lei Feng, Bo An


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Collaboration based Multi-Label Learning


Feb 08, 2019
Lei Feng, Bo An, Shuo He

* Accepted by AAAI-19 

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Partial Label Learning with Self-Guided Retraining


Feb 08, 2019
Lei Feng, Bo An

* 8 pages, accepted by AAAI-19 

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