SOTAVerified

Fairness

Papers

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Showing 3551–3575 of 5676 papers

TitleStatusHype
FairSTG: Countering performance heterogeneity via collaborative sample-level optimization—0
Fair Streaming Feature Selection—0
Fair Community Detection and Structure Learning in Heterogeneous Graphical Models—0
Fair Submodular Cover—0
Fair Sufficient Representation Learning—0
FairTargetSim: An Interactive Simulator for Understanding and Explaining the Fairness Effects of Target Variable Definition—0
Fair task allocation in transportation—0
FAIR-TAT: Improving Model Fairness Using Targeted Adversarial Training—0
Fair Text-to-Image Diffusion via Fair Mapping—0
FAIRTOPIA: Envisioning Multi-Agent Guardianship for Disrupting Unfair AI Pipelines—0
Fair Training of Decision Tree Classifiers—0
Fair treatment allocations in social networks—0
Fair Uncertainty Quantification for Depression Prediction—0
Fair Visual Recognition via Intervention with Proxy Features—0
Fair-VPT: Fair Visual Prompt Tuning for Image Classification—0
FairWASP: Fast and Optimal Fair Wasserstein Pre-processing—0
Fair Wasserstein Coresets—0
Fair When Trained, Unfair When Deployed: Observable Fairness Measures are Unstable in Performative Prediction Settings—0
FairWire: Fair Graph Generation—0
FairXGBoost: Fairness-aware Classification in XGBoost—0
FairyTED: A Fair Rating Predictor for TED Talk Data—0
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding—0
FALE: Fairness-Aware ALE Plots for Auditing Bias in Subgroups—0
FARF: A Fair and Adaptive Random Forests Classifier—0
FaRM: Fair Reward Mechanism for Information Aggregation in Spontaneous Localized Settings (Extended Version)—0
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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