Haohan Wang

activity

20192022

most citedLearning Robust Representations by Projecting Superficial Statistics Out

92 citations · 136 across the 4 of their papers we have counts for

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2 papers · 1 filter

cs.LG2022★ 1 cited

The Two Dimensions of Worst-case Training and the Integrated Effect for Out-of-domain Generalization

Zeyi Huang, Haohan Wang, Dong Huang +2

Training with an emphasis on "hard-to-learn" components of the data has been proven as an effective method to improve the generalization of machine learning models, especially in t…

cs.LG2020

Squared $ℓ_{2}$ Norm as Consistency Loss for Leveraging Augmented Data to Learn Robust and Invariant Representations

Haohan Wang, Zeyi Huang, Xindi Wu +1

Data augmentation is one of the most popular techniques for improving the robustness of neural networks. In addition to directly training the model with original samples and augmen…

The Two Dimensions of Worst-case Training and the Integrated Effect for Out-of-domain Generalization

Squared ℓ2​ Norm as Consistency Loss for Leveraging Augmented Data to Learn Robust and Invariant Representations

Squared $ℓ_{2}$ Norm as Consistency Loss for Leveraging Augmented Data to Learn Robust and Invariant Representations