SOTAVerified

Fairness

Papers

Showing 101125 of 5676 papers

TitleStatusHype
Cyberbullying Detection with Fairness ConstraintsCode1
Minimax Group Fairness: Algorithms and ExperimentsCode1
Distributive Justice as the Foundational Premise of Fair ML: Unification, Extension, and Interpretation of Group Fairness MetricsCode1
AIM-Fair: Advancing Algorithmic Fairness via Selectively Fine-Tuning Biased Models with Contextual Synthetic DataCode1
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin LesionsCode1
CPFair: Personalized Consumer and Producer Fairness Re-ranking for Recommender SystemsCode1
A Large-scale Universal Evaluation Benchmark For Face Forgery DetectionCode1
A Closer Look at AUROC and AUPRC under Class ImbalanceCode1
A Closer Look at the Intervention Procedure of Concept Bottleneck ModelsCode1
A comparative study of fairness-enhancing interventions in machine learningCode1
CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and QuantizationCode1
Data Debugging with Shapley Importance over End-to-End Machine Learning PipelinesCode1
Analyzing Fairness in Deepfake Detection With Massively Annotated DatabasesCode1
CheXclusion: Fairness gaps in deep chest X-ray classifiersCode1
Cohort Shapley value for algorithmic fairnessCode1
A Comprehensive Review of Recommender Systems: Transitioning from Theory to PracticeCode1
Debiased Explainable Pairwise Ranking from Implicit FeedbackCode1
Certified Monotonic Neural NetworksCode1
An Empirical Characterization of Fair Machine Learning For Clinical Risk PredictionCode1
Aequitas: A Bias and Fairness Audit ToolkitCode1
An Approach to Ensure Fairness in News ArticlesCode1
Delayed Impact of Fair Machine LearningCode1
Demystifying Large Language Models for Medicine: A PrimerCode1
Deontological Ethics By Monotonicity Shape ConstraintsCode1
CFA: Class-wise Calibrated Fair Adversarial TrainingCode1
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Benchmark Results

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