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fairness auditing

15 papers

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Co-occurring keywords

bias detection (419) individual fairness (55) machine learning (436) statistical inference (146) algorithmic fairness (284) racial inequity (1) utility guarantee (7) equalized odd (31) ai governance (11) sampling bia (22)

Papers

Uncovering Bias Paths with LLM-guided Causal Discovery: An Active Learning and Dynamic Scoring Approach AAAI 2026
SCoUT: A Framework for Structured Stereotype Analysis in Language Models AAAI 2026
A Diagnostic Framework for Auditing Reference-Free Vision-Language Metrics IJCNLP 2025
‘Rich Dad, Poor Lad’: How do Large Language Models Contextualize Socioeconomic Factors in College Admission ? EMNLP 2025
Auditing Fairness under Unobserved Confounding AISTATS 2024
Statistical Inference for Fairness Auditing JMLR 2024
Achievable Fairness on Your Data With Utility Guarantees NIPS 2024
Estimating and Controlling for Equalized Odds via Sensitive Attribute Predictors NIPS 2023
Auditing Fairness by Betting NIPS 2023
Individually Fair Learning with One-Sided Feedback ICML 2023
Active fairness auditing ICML 2022
Testing Group Fairness via Optimal Transport Projections ICML 2021
Faking Fairness via Stealthily Biased Sampling AAAI 2020
Auditing ML Models for Individual Bias and Unfairness AISTATS 2020
Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness ICML 2018