fairness metric

Why Don’t Prompt-Based Fairness Metrics Correlate? ACL 2024 Accurate Fairness: Improving Individual Fairness without Trading Accuracy AAAI 2023 A Keyword Based Approach to Understanding the Overpenalization of Marginalized Groups by English Marginal Abuse Models on Twitter ACL 2023 An Empirical Study of Metrics to Measure Representational Harms in Pre-Trained Language Models ACL 2023 Are fairness metric scores enough to assess discrimination biases in machine learning? ACL 2023 Assessing and Enforcing Fairness in the AI Lifecycle IJCAI 2023 Can We Trust Fair-AI? AAAI 2023 Fairness in Contextual Resource Allocation Systems: Metrics and Incompatibility Results AAAI 2023 Generalized Disparate Impact for Configurable Fairness Solutions in ML ICML 2023 Intersectionality and Testimonial Injustice in Medical Records ACL 2023 MixFairFace: Towards Ultimate Fairness via MixFair Adapter in Face Recognition AAAI 2023 Model-Agnostic Bias Measurement in Link Prediction EACL 2023 Quantifying and Mitigating the Impact of Label Errors on Model Disparity Metrics ICLR 2023 Superhuman Fairness ICML 2023 Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and Fairness (Extended Abstract) IJCAI 2022 FairLib: A Unified Framework for Assessing and Improving Fairness EMNLP 2022 Measuring Fairness of Text Classifiers via Prediction Sensitivity ACL 2022 Post-processing of Differentially Private Data: A Fairness Perspective IJCAI 2022 Gender Bias in Natural Language Processing Across Human Languages NAACL 2021 Learning Disentangled Representation for Fair Facial Attribute Classification via Fairness-aware Information Alignment AAAI 2021 Representation Matters: Assessing the Importance of Subgroup Allocations in Training Data ICML 2021 Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data and Bayesian Inference NeurIPS 2020 Fairness-Aware Demand Prediction for New Mobility AAAI 2020 Fair Performance Metric Elicitation NeurIPS 2020 Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics ICML 2020