Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning.
Natalie DullerudKarsten RothKimia HamidiehNicolas PapernotMarzyeh GhassemiPublished in: ICLR (2022)
Keyphrases
- metric learning
- distance metric
- nearest neighbor classification
- distance metric learning
- mahalanobis metric
- semi supervised
- multi task
- learning tasks
- pairwise
- distance function
- semi supervised clustering
- mahalanobis distance
- machine learning and pattern recognition
- learned metric
- dimensionality reduction
- semantic information
- euclidean distance
- feature space
- semi supervised learning
- prior knowledge