SOTAVerified

Fairness

Papers

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Showing 5051–5075 of 5676 papers

TitleStatusHype
fairmodels: A Flexible Tool For Bias Detection, Visualization, And MitigationCode0
On ADMM in Heterogeneous Federated Learning: Personalization, Robustness, and FairnessCode0
Interpretable and Fair Mechanisms for Abstaining ClassifiersCode0
On Adversarial Bias and the Robustness of Fair Machine LearningCode0
Towards Effective Discrimination Testing for Generative AICode0
On Baselines for Local Feature AttributionsCode0
Randomized Kaczmarz Algorithm for Massive MIMO Systems with Channel Estimation and Spatial CorrelationCode0
Uplift modeling with continuous treatments: A predict-then-optimize approachCode0
Fair Multiple Decision Making Through Soft InterventionsCode0
Standardized Interpretable Fairness Measures for Continuous Risk ScoresCode0
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture SearchCode0
Fair Near Neighbor Search: Independent Range Sampling in High DimensionsCode0
Towards Engineering Fair and Equitable Software Systems for Managing Low-Altitude Airspace AuthorizationsCode0
Fairness-Accuracy Trade-Offs: A Causal PerspectiveCode0
Tuning Fairness by Balancing Target LabelsCode0
Interpretable Machine Learning for Survival AnalysisCode0
On Causally Disentangled RepresentationsCode0
Calibrate to InterpretCode0
Interpret the Internal States of Recommendation Model with Sparse AutoencoderCode0
Fairness and Accuracy under Domain GeneralizationCode0
Fairness and bias correction in machine learning for depression prediction: results from four study populationsCode0
On the Problem of Underranking in Group-Fair RankingCode0
Uncovering Bias in Foundation Models: Impact, Testing, Harm, and MitigationCode0
On-Demand Sampling: Learning Optimally from Multiple DistributionsCode0
Intersectionality: Multiple Group Fairness in Expectation ConstraintsCode0
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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