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Papers #4

Open azhe825 opened 3 years ago

azhe825 commented 3 years ago

Automatic Fairness Testing of Machine Learning Models

azhe825 commented 3 years ago

https://hal.archives-ouvertes.fr/hal-03033181/file/_shared__IDA_2021___FixOut__an_ensemble_approach_to_fairer_models%20%281%29.pdf

azhe825 commented 3 years ago

Individual fairness: https://zstevenwu.com/papers.html

azhe825 commented 3 years ago

fair class balance

azhe825 commented 3 years ago

https://link.springer.com/content/pdf/10.1007/s10115-011-0463-8.pdf

azhe825 commented 3 years ago

https://arxiv.org/pdf/2005.12379.pdf

azhe825 commented 2 years ago

Fairness Criteria for Face Recognition Applications

Data: UTKFace Age progression/regression by conditional adversarial autoencoder. @inproceedings{zhifei2017cvpr, title={Age Progression/Regression by Conditional Adversarial Autoencoder}, author={Zhang, Zhifei, Song, Yang, and Qi, Hairong}, booktitle={IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, year={2017}, organization={IEEE} }