fairness testing

5 papers

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Co-occurring keywords

algorithmic fairness (283) visual inspection (11) bias detection (419) outlier detection (318) hypothesis testing (254) bias mitigation (492) foundation model (716) group fairness (158) sensitive attribute (44) fair machine learning (46)

Papers

Searching for Unfairness in Algorithms’ Outputs: Novel Tests and Insights AAAI 2025

Finspector: A Human-Centered Visual Inspection Tool for Exploring and Comparing Biases among Foundation Models ACL 2023

Flexible text generation for counterfactual fairness probing NAACL 2022

Metamorphic Testing and Certified Mitigation of Fairness Violations in NLP Models IJCAI 2020

Achieving Equalized Odds by Resampling Sensitive Attributes NIPS 2020