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Phd student at UW-Madision, working on trustworthy machine learning.
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UW-Madision
- Madison
- http://pages.cs.wisc.edu/~jiefeng/
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informative-outlier-mining Public
We propose a theoretically motivated method, Adversarial Training with informative Outlier Mining (ATOM), which improves the robustness of OOD detection to various types of adversarial OOD inputs a…
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self-training-ensembles Public
Propose a principled and practically effective framework for unsupervised accuracy estimation and error detection tasks with theoretical analysis and state-of-the-art performance.
Python 5