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Ting-Hsiang Wang

2 accepted papers

2021

DivAug: Plug-In Automated Data Augmentation With Explicit Diversity Maximization

ICCV 2021poster

Human-designed data augmentation strategies havebeen replaced by automatically learned augmentation pol-icy in the past two years. Specifically, recent works haveexperimentally shown that the superior performance of theautomated methods stems from increasing the diversity ofaugmented data. However,…

Cited by 25PDFcodeScholar
2020

Detecting Interactions from Neural Networks via Topological Analysis

NeurIPS 2020poster

Detecting statistical interactions between input features is a crucial and challenging task. Recent advances demonstrate that it is possible to extract learned interactions from trained neural networks. It has also been observed that, in neural networks, any interacting features must follow a strong…

Cited by 14SourcePDFScholar