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SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning


Sep 21, 2022
Haobo Wang, Mingxuan Xia, Yixuan Li, Yuren Mao, Lei Feng, Gang Chen, Junbo Zhao

* Accepted to NeurIPS 2022 

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ProMix: Combating Label Noise via Maximizing Clean Sample Utility


Jul 22, 2022
Haobo Wang, Ruixuan Xiao, Yiwen Dong, Lei Feng, Junbo Zhao

* Winner of the 1st Learning and Mining with Noisy Labels Challenge in IJCAI-ECAI 2022 (an informal technical report) 

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Open-Sampling: Exploring Out-of-Distribution data for Re-balancing Long-tailed datasets


Jun 24, 2022
Hongxin Wei, Lue Tao, Renchunzi Xie, Lei Feng, Bo An

* Accepted by ICML 2022 

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Mitigating Neural Network Overconfidence with Logit Normalization


May 19, 2022
Hongxin Wei, Renchunzi Xie, Hao Cheng, Lei Feng, Bo An, Yixuan Li

* Accepted by ICML 2022 

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Can Adversarial Training Be Manipulated By Non-Robust Features?


Jan 31, 2022
Lue Tao, Lei Feng, Hongxin Wei, Jinfeng Yi, Sheng-Jun Huang, Songcan Chen


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PiCO: Contrastive Label Disambiguation for Partial Label Learning


Jan 29, 2022
Haobo Wang, Ruixuan Xiao, Yixuan Li, Lei Feng, Gang Niu, Gang Chen, Junbo Zhao

* Accepted to ICLR 2022 (Oral Presentation, Acceptance Ratio: 1.6%) 

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GearNet: Stepwise Dual Learning for Weakly Supervised Domain Adaptation


Jan 25, 2022
Renchunzi Xie, Hongxin Wei, Lei Feng, Bo An

* Accepted by AAAI 2022 

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