Improving Out-of-Distribution Robustness of Classifiers via Generative Interpolation

Haoyue Bai, Ceyuan Yang, Yinghao Xu +2

Deep neural networks achieve superior performance for learning from independent and identically distributed (i.i.d.) data. However, their performance deteriorates significantly whe…