SOTAVerified

Fairness

Papers

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Showing 2201–2225 of 5676 papers

TitleStatusHype
Distribution-Specific Auditing For Subgroup Fairness—0
FairSample: Training Fair and Accurate Graph Convolutional Neural Networks Efficiently—0
A structured regression approach for evaluating model performance across intersectional subgroups—0
A New Paradigm for Counterfactual Reasoning in Fairness and Recourse—0
Improving Fairness of Automated Chest X-ray Diagnosis by Contrastive LearningCode0
Beyond Behaviorist Representational Harms: A Plan for Measurement and Mitigation—0
Class-attribute Priors: Adapting Optimization to Heterogeneity and Fairness Objective—0
Causal Perception—0
Can I trust my fake data -- A comprehensive quality assessment framework for synthetic tabular data in healthcare—0
Reranking individuals: The effect of fair classification within-groups—0
Benchmarking the Fairness of Image Upsampling MethodsCode0
Robustness in Fairness against Edge-level Perturbations in GNN-based RecommendationCode0
Red Teaming Visual Language Models—0
LLpowershap: Logistic Loss-based Automated Shapley Values Feature Selection MethodCode0
MAPPING: Debiasing Graph Neural Networks for Fair Node Classification with Limited Sensitive Information LeakageCode0
Generative AI Triggers Welfare-Reducing Decisions in Humans—0
Falcon: Fair Active Learning using Multi-armed BanditsCode0
MOReGIn: Multi-Objective Recommendation at the Global and Individual Levels—0
DAFA: Distance-Aware Fair Adversarial TrainingCode0
Unambiguous Efficiency of Random Allocations—0
Efficient Data Shapley for Weighted Nearest Neighbor Algorithms—0
Long-Term Fair Decision Making through Deep Generative ModelsCode0
Large-scale Reinforcement Learning for Diffusion Models—0
Interventional Fairness on Partially Known Causal Graphs: A Constrained Optimization Approach—0
Understanding Biases in ChatGPT-based Recommender Systems: Provider Fairness, Temporal Stability, and RecencyCode0
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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