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stat.ML2022
Distribution Estimation of Contaminated Data via DNN-based MoM-GANs
Fang Xie, Lihu Xu, Qiuran Yao +1
This paper studies the distribution estimation of contaminated data by the MoM-GAN method, which combines generative adversarial net (GAN) and median-of-mean (MoM) estimation. We u…
stat.ML2022★ 7 cited
Non-Asymptotic Guarantees for Robust Statistical Learning under Infinite Variance Assumption
Lihu Xu, Fang Yao, Qiuran Yao +1
There has been a surge of interest in developing robust estimators for models with heavy-tailed and bounded variance data in statistics and machine learning, while few works impose…