Characterizing Bias in Classifiers using Generative Models

Daniel McDuff, Shuang Ma, Yale Song, Ashish Kapoor

Neural Information Processing Systems 

Models that are learned from real-world data are often biased because the data usedtotrainthemisbiased.

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