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Open-set Label Noise Can Improve Robustness Against Inherent Label Noise


Jun 21, 2021
Hongxin Wei, Lue Tao, Renchunzi Xie, Bo An


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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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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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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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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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