Search Results for author: Xian-Jin Gui

Found 2 papers, 1 papers with code

Towards Understanding Deep Learning from Noisy Labels with Small-Loss Criterion

no code implementations17 Jun 2021 Xian-Jin Gui, Wei Wang, Zhang-Hao Tian

However, there are few theoretical analyses to explain why these methods could learn well from noisy labels.

Towards Accurate and Robust Domain Adaptation under Noisy Environments

1 code implementation27 Apr 2020 Zhongyi Han, Xian-Jin Gui, Chaoran Cui, Yilong Yin

In non-stationary environments, learning machines usually confront the domain adaptation scenario where the data distribution does change over time.

Unsupervised Domain Adaptation

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