conftrace_

fairness metric

48 papers

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Co-occurring keywords

group fairness (158) algorithmic fairness (284) gender bia (435) demographic parity (75) bias detection (419) bias mitigation (500) disparate impact (18) large language model (13587) vision-language model (2348) recommender system (534)

Papers

Superhuman Fairness ICML 2023
Assessing and Enforcing Fairness in the AI Lifecycle IJCAI 2023
A Keyword Based Approach to Understanding the Overpenalization of Marginalized Groups by English Marginal Abuse Models on Twitter ACL 2023
Can We Trust Fair-AI? AAAI 2023
Intersectionality and Testimonial Injustice in Medical Records ACL 2023
An Empirical Study of Metrics to Measure Representational Harms in Pre-Trained Language Models ACL 2023
MixFairFace: Towards Ultimate Fairness via MixFair Adapter in Face Recognition AAAI 2023
FairLib: A Unified Framework for Assessing and Improving Fairness EMNLP 2022
Measuring Fairness of Text Classifiers via Prediction Sensitivity ACL 2022
Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and Fairness (Extended Abstract) IJCAI 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
Reducing Sentiment Bias in Language Models via Counterfactual Evaluation EMNLP 2020
Fair Performance Metric Elicitation NIPS 2020
WEFE: The Word Embeddings Fairness Evaluation Framework IJCAI 2020
Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data and Bayesian Inference NIPS 2020
Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics ICML 2020
Fairness-Aware Demand Prediction for New Mobility AAAI 2020
Optimization with Non-Differentiable Constraints with Applications to Fairness, Recall, Churn, and Other Goals JMLR 2019
The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the XAUC Metric NIPS 2019
Training Well-Generalizing Classifiers for Fairness Metrics and Other Data-Dependent Constraints ICML 2019