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Zhuolin Yang

Interpolation for Robust Learning: Data Augmentation on Geodesics

Feb 07, 2023
Jiacheng Zhu, Jielin Qiu, Aritra Guha, Zhuolin Yang, Xuanlong Nguyen, Bo Li, Ding Zhao

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* 33 pages, 3 figures, 18 tables

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GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction

Aug 10, 2022
Jiacheng Zhu, Jielin Qiu, Zhuolin Yang, Douglas Weber, Michael A. Rosenberg, Emerson Liu, Bo Li, Ding Zhao

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* Machine Learning for Healthcare 2022, JMLR Volume 182
* 26 pages, Figure 13, Machine Learning for Healthcare 2022

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On the Certified Robustness for Ensemble Models and Beyond

Jul 22, 2021
Zhuolin Yang, Linyi Li, Xiaojun Xu, Bhavya Kailkhura, Tao Xie, Bo Li

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* 57 pages, 11 pages for main text

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Understanding Robustness in Teacher-Student Setting: A New Perspective

Mar 01, 2021
Zhuolin Yang, Zhaoxi Chen, Tiffany Cai, Xinyun Chen, Bo Li, Yuandong Tian

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* Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS) 2021, San Diego, California, USA. PMLR: Volume 130

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End-to-end Robustness for Sensing-Reasoning Machine Learning Pipelines

Mar 06, 2020
Zhuolin Yang, Zhikuan Zhao, Hengzhi Pei, Boxin Wang, Bojan Karlas, Ji Liu, Heng Guo, Bo Li, Ce Zhang

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* 43 pages, 9 figures

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