Browsing Doctoral Theses by Author "Xiao, Kai Yuanqing"

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    • Probing, Improving, and Verifying Machine Learning Model Robustness 

      Xiao, Kai Yuanqing (Massachusetts Institute of Technology, 2022-09)
      Machine learning models turn out to be brittle when faced with distribution shifts, making them hard to rely on in real-world deployment. This motivates developing methods that enable us to detect and alleviate such model ...