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Improved OOD Generalization via Adversarial Training and Pre-training


May 24, 2021
Mingyang Yi, Lu Hou, Jiacheng Sun, Lifeng Shang, Xin Jiang, Qun Liu, Zhi-Ming Ma

* published in ICML2021 

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Reweighting Augmented Samples by Minimizing the Maximal Expected Loss


Mar 16, 2021
Mingyang Yi, Lu Hou, Lifeng Shang, Xin Jiang, Qun Liu, Zhi-Ming Ma

* published in ICLR2021 
* 14 pages 

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BN-invariant sharpness regularizes the training model to better generalization


Jan 08, 2021
Mingyang Yi, Huishuai Zhang, Wei Chen, Zhi-Ming Ma, Tie-Yan Liu

* Published in IJCAI2019 

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Towards Accelerating Training of Batch Normalization: A Manifold Perspective


Jan 08, 2021
Mingyang Yi, Qi Meng, Wei Chen, Zhi-Ming Ma


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Non-Asymptotic Analysis of Excess Risk via Empirical Risk Landscape


Dec 04, 2020
Mingyang Yi, Ruoyu Wang, Zhi-Ming Ma

* 38pages 

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Positively Scale-Invariant Flatness of ReLU Neural Networks


Mar 06, 2019
Mingyang Yi, Qi Meng, Wei Chen, Zhi-ming Ma, Tie-Yan Liu


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