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algorithmic fairness

283 papers

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Co-occurring keywords

bias mitigation (492) causal inference (1619) group fairness (158) fairness constraint (124) bias detection (419) machine learning (434) demographic parity (75) fair machine learning (46) counterfactual fairness (39) fair classification (54)

Papers

Evaluating the Fairness of Deep Learning Uncertainty Estimates in Medical Image Analysis MIDL 2023
Fair Densities via Boosting the Sufficient Statistics of Exponential Families ICML 2023
Distribution-Free Statistical Dispersion Control for Societal Applications NIPS 2023
Can We Trust Fair-AI? AAAI 2023
Taxonomizing and Measuring Representational Harms: A Look at Image Tagging AAAI 2023
Investigating anatomical bias in clinical machine learning algorithms EACL 2023
On the Fairness Impacts of Private Ensembles Models IJCAI 2023
Generalized Disparate Impact for Configurable Fairness Solutions in ML ICML 2023
Loss Balancing for Fair Supervised Learning ICML 2023
Counterfactual Fairness Is Basically Demographic Parity AAAI 2023
WCLD: Curated Large Dataset of Criminal Cases from Wisconsin Circuit Courts NIPS 2023
Counterfactually Fair Representation NIPS 2023
Some Voices are Too Common: Building Fair Speech Recognition Systems Using the CommonVoice Dataset INTERSPEECH 2023
Fairness and Explainability: Bridging the Gap towards Fair Model Explanations AAAI 2023
Fair and Accurate Decision Making through Group-Aware Learning ICML 2023
Chasing Fairness Under Distribution Shift: A Model Weight Perturbation Approach NIPS 2023
Ecosystem-level Analysis of Deployed Machine Learning Reveals Homogeneous Outcomes NIPS 2023
Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition NIPS 2023
Exploring Why Object Recognition Performance Degrades Across Income Levels and Geographies with Factor Annotations NIPS 2023
Omnipredictors for Constrained Optimization ICML 2023
Local Justice and Machine Learning: Modeling and Inferring Dynamic Ethical Preferences toward Allocations AAAI 2023
Towards Conceptualization of “Fair Explanation”: Disparate Impacts of anti-Asian Hate Speech Explanations on Content Moderators EMNLP 2023
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color ICCV 2023
LEXPLAIN: Improving Model Explanations via Lexicon Supervision ACL 2023
Centering the Margins: Outlier-Based Identification of Harmed Populations in Toxicity Detection EMNLP 2023