SOTAVerified

Fairness

Papers

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Showing 1201–1225 of 5676 papers

TitleStatusHype
Unveiling Performance Challenges of Large Language Models in Low-Resource Healthcare: A Demographic Fairness Perspective—0
Fairness at Every Intersection: Uncovering and Mitigating Intersectional Biases in Multimodal Clinical Predictions—0
HiMoE: Heterogeneity-Informed Mixture-of-Experts for Fair Spatial-Temporal Forecasting—0
Toward Fair Graph Neural Networks Via Dual-Teacher Knowledge Distillation—0
FairSort: Learning to Fair Rank for Personalized Recommendations in Two-Sided PlatformsCode0
Privacy-Preserving Orthogonal Aggregation for Guaranteeing Gender Fairness in Federated Recommendation—0
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in HealthcareCode0
FairDD: Fair Dataset Distillation via Synchronized Matching—0
ABROCA Distributions For Algorithmic Bias Assessment: Considerations Around InterpretationCode0
Pilot Contamination Aware Transformer for Downlink Power Control in Cell-Free Massive MIMO Networks—0
Spatial separation of closely-spaced users in measured distributed massive MIMO channels—0
FreqX: Analyze the Attribution Methods in Another Domain—0
Retrofitting Large Language Models with Dynamic Tokenization—0
Metric-DST: Mitigating Selection Bias Through Diversity-Guided Semi-Supervised Metric LearningCode0
From Fairness to Infinity: Outcome-Indistinguishable (Omni)Prediction in Evolving Graphs—0
Fairness And Performance In Harmony: Data Debiasing Is All You Need—0
Explainable AI for Classifying UTI Risk Groups Using a Real-World Linked EHR and Pathology Lab Dataset—0
FinML-Chain: A Blockchain-Integrated Dataset for Enhanced Financial Machine Learning—0
Understanding trade-offs in classifier bias with quality-diversity optimization: an application to talent management—0
TransFair: Transferring Fairness from Ocular Disease Classification to Progression Prediction—0
Ensuring Fair LLM Serving Amid Diverse Applications—0
"All that Glitters": Approaches to Evaluations with Unreliable Model and Human AnnotationsCode0
The 1st Workshop on Human-Centered Recommender Systems—0
FairAdapter: Detecting AI-generated Images with Improved FairnessCode0
Health AI Developer Foundations—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