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Fairness

Papers

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Showing 3051–3100 of 5676 papers

TitleStatusHype
Assessing gender fairness in EEG-based machine learning detection of Parkinson's disease: A multi-center studyCode0
Weighted Notions of Fairness with Binary Supermodular Chores—0
Fairness-enhancing deep learning for ride-hailing demand prediction—0
Identification of Systematic Errors of Image Classifiers on Rare Subgroups—0
A fixed point approach for computing actuarially fair Pareto optimal risk-sharing rules—0
HappyMap: A Generalized Multi-calibration Method—0
Using Positive Matching Contrastive Loss with Facial Action Units to mitigate bias in Facial Expression Recognition—0
The Casual Conversations v2 Dataset—0
Bias, diversity, and challenges to fairness in classification and automated text analysis. From libraries to AI and back—0
Causal Dependence Plots—0
Group conditional validity via multi-group learning—0
NxPlain: Web-based Tool for Discovery of Latent Concepts—0
Privacy-Preserving Fair Item Ranking—0
Evaluating the Fairness of Deep Learning Uncertainty Estimates in Medical Image Analysis—0
Adversarial Sampling for Fairness Testing in Deep Neural Network—0
Chasing Fairness Under Distribution Shift: A Model Weight Perturbation ApproachCode0
Deep Learning in the Field of Biometric Template Protection: An Overview—0
PRECISION: Decentralized Constrained Min-Max Learning with Low Communication and Sample Complexities—0
Achieving Counterfactual Fairness for Anomaly DetectionCode0
Travel Demand Forecasting: A Fair AI Approach—0
Feature Importance Disparities for Data Bias InvestigationsCode0
Towards Algorithmic Fairness by means of Instance-level Data Re-weighting based on Shapley ValuesCode0
A toolkit of dilemmas: Beyond debiasing and fairness formulas for responsible AI/ML—0
Dynamic fairness-aware recommendation through multi-agent social choice—0
Fairness Evaluation in Text Classification: Machine Learning Practitioner Perspectives of Individual and Group Fairness—0
Fairness for Workers Who Pull the Arms: An Index Based Policy for Allocation of Restless Bandit Tasks—0
Re-weighting Based Group Fairness Regularization via Classwise Robust Optimization—0
FAIR-Ensemble: When Fairness Naturally Emerges From Deep Ensembling—0
Domain Adaptive Decision Trees: Implications for Accuracy and FairnessCode0
Why Do Students Lie and Should We Worry? An Analysis of Non-truthful Reporting—0
Toward Fairness in Text Generation via Mutual Information Minimization based on Importance Sampling—0
Fair Attribute Completion on Graph with Missing AttributesCode0
Generative Models of Huge Objects—0
Fairness in Language Models Beyond English: Gaps and Challenges—0
Intersectional Fairness: A Fractal Approach—0
Auditing for Spatial FairnessCode0
Counterfactual Situation Testing: Uncovering Discrimination under Fairness given the DifferenceCode0
Fairguard: Harness Logic-based Fairness Rules in Smart Cities—0
Recall, Robustness, and Lexicographic EvaluationCode0
Drop Edges and Adapt: a Fairness Enforcing Fine-tuning for Graph Neural Networks—0
Uncovering Bias in Face Generation Models—0
On the contribution of pre-trained models to accuracy and utility in modeling distributed energy resources—0
Fair Correlation Clustering in Forests—0
Commonality in Recommender Systems: Evaluating Recommender Systems to Enhance Cultural Citizenship—0
A Unifying Perspective on Multi-Calibration: Game Dynamics for Multi-Objective LearningCode0
Mean Parity Fair Regression in RKHSCode0
Towards Measuring and Scoring Speaker Diarization Fairness—0
InOR-Net: Incremental 3D Object Recognition Network for Point Cloud Representation—0
FederatedTrust: A Solution for Trustworthy Federated Learning—0
SimFair: A Unified Framework for Fairness-Aware Multi-Label Classification—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.86—Unverified
21D-CSNNPredictive Equality (age)97.8—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)96.87—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.97—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.45—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)98.68—Unverified
#ModelMetricClaimedVerifiedStatus
11D-CSNNPredictive Equality (age)99.31—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)0.49—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)6.26—Unverified
#ModelMetricClaimedVerifiedStatus
1Neighbour LearningDegree of Bias (DoB)1.96—Unverified