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Learning an Explicit Hyperparameter Prediction Policy Conditioned on Tasks


Jul 06, 2021
Jun Shu, Deyu Meng, Zongben Xu

* 59 pages. arXiv admin note: text overlap with arXiv:1904.03758 by other authors 

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Select-ProtoNet: Learning to Select for Few-Shot Disease Subtype Prediction


Sep 03, 2020
Ziyi Yang, Jun Shu, Yong Liang, Deyu Meng, Zongben Xu

* 11 pages 

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Meta Feature Modulator for Long-tailed Recognition


Aug 08, 2020
Renzhen Wang, Kaiqin Hu, Yanwen Zhu, Jun Shu, Qian Zhao, Deyu Meng


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Learning to Purify Noisy Labels via Meta Soft Label Corrector


Aug 03, 2020
Yichen Wu, Jun Shu, Qi Xie, Qian Zhao, Deyu Meng

* 12 pages,6 figures 

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Meta-LR-Schedule-Net: Learned LR Schedules that Scale and Generalize


Jul 31, 2020
Jun Shu, Yanwen Zhu, Qian Zhao, Deyu Meng, Zongben Xu

* 21 pages 

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Meta Transition Adaptation for Robust Deep Learning with Noisy Labels


Jun 12, 2020
Jun Shu, Qian Zhao, Zongben Xu, Deyu Meng

* 14 pages 

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Learning Adaptive Loss for Robust Learning with Noisy Labels


Feb 16, 2020
Jun Shu, Qian Zhao, Keyu Chen, Zongben Xu, Deyu Meng

* 10pages 

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Push the Student to Learn Right: Progressive Gradient Correcting by Meta-learner on Corrupted Labels


Feb 22, 2019
Jun Shu, Qi Xie, Lixuan Yi, Qian Zhao, Sanping Zhou, Zongben Xu, Deyu Meng

* 10 pages, 4 figures, 2 tables 

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Tug the Student to Learn Right: Progressive Gradient Correcting by Meta-learner on Corrupted Labels


Feb 20, 2019
Jun Shu, Qi Xie, Lixuan Yi, Qian Zhao, Sanping Zhou, Zongben Xu, Deyu Meng

* 10 pages, 4 figures, 2 tables 

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Small Sample Learning in Big Data Era


Aug 22, 2018
Jun Shu, Zongben Xu, Deyu Meng

* 76 pages, 15 figures, survey of small sample learning 

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