Anthony Z. Liu

Label-Efficient Group Robustness via Out-of-Distribution Concept Curation

Deep neural networks are prone to capture correlations between spurious attributes and class labels leading to low accuracy on some combinations of class labels and spurious attribute values. When a spurious attribute represents a protected class these low-accuracy groups can manifest discriminatory…