SOTAVerified

Fairness

Papers

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Showing 4626–4650 of 5676 papers

TitleStatusHype
Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble FrameworkCode0
DIVINE: Diverse Influential Training Points for Data Visualization and Model RefinementCode0
Group Fairness in Prediction-Based Decision Making: From Moral Assessment to ImplementationCode0
Mitigating Simplicity Bias in Deep Learning for Improved OOD Generalization and RobustnessCode0
Mitigating Source Bias for Fairer Weak SupervisionCode0
Evaluating Bias and Fairness in Gender-Neutral Pretrained Vision-and-Language ModelsCode0
Algorithmic Fairness Verification with Graphical ModelsCode0
Testing Relative Fairness in Human Decisions With Machine LearningCode0
Evaluating Blocking Biases in Entity MatchingCode0
Evaluating ChatGPT-4 Vision on Brazil's National Undergraduate Computer Science ExamCode0
Group Meritocratic Fairness in Linear Contextual BanditsCode0
Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup FairnessCode0
Mitigating Unfairness via Evolutionary Multi-objective Ensemble LearningCode0
Evaluating Fairness in Argument RetrievalCode0
Evaluating Fairness in Large Vision-Language Models Across Diverse Demographic Attributes and PromptsCode0
Group-robust Machine UnlearningCode0
Avoiding Resentment Via Monotonic FairnessCode0
Accurate Fairness: Improving Individual Fairness without Trading AccuracyCode0
Arachne: Search Based Repair of Deep Neural NetworksCode0
B-AVIBench: Towards Evaluating the Robustness of Large Vision-Language Model on Black-box Adversarial Visual-InstructionsCode0
Weak Proxies are Sufficient and Preferable for Fairness with Missing Sensitive AttributesCode0
Guarantees for Spectral Clustering with Fairness ConstraintsCode0
Characterizing Fairness Over the Set of Good Models Under Selective LabelsCode0
Guiding LLM Decision-Making with Fairness Reward ModelsCode0
Chameleon: Foundation Models for Fairness-aware Multi-modal Data Augmentation to Enhance Coverage of MinoritiesCode0
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All datasetsBAF – BaseBAF – Variant IBAF – Variant IIBAF – Variant IIIBAF – Variant IVBAF – Variant VDiveFaceMORPHUTKFace

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