SOTAVerified

Fairness

Papers

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Showing 3126–3150 of 5676 papers

TitleStatusHype
Fair Correlation Clustering—0
Fair Correlation Clustering in Forests—0
Fair CoVariance Neural Networks—0
Fair Data Adaptation with Quantile Preservation—0
FADE: Towards Fairness-aware Augmentation for Domain Generalization via Classifier-Guided Score-based Diffusion Models—0
Causal Feature Selection for Algorithmic Fairness—0
FairDD: Enhancing Fairness with domain-incremental learning in dermatological disease diagnosis—0
FairDD: Fair Dataset Distillation via Synchronized Matching—0
Fair Decision-Making for Food Inspections—0
Fair Decision-making Under Uncertainty—0
Fair Decision Rules for Binary Classification—0
FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication—0
Fair Diagnosis: Leveraging Causal Modeling to Mitigate Medical Bias—0
FairDICE: Fairness-Driven Offline Multi-Objective Reinforcement Learning—0
Fair Differentially Private Federated Learning Framework—0
Fair Differential Privacy Can Mitigate the Disparate Impact on Model Accuracy—0
Fair Disaster Containment via Graph-Cut Problems—0
Fair Distillation: Teaching Fairness from Biased Teachers in Medical Imaging—0
Fair Distributed Cooperative Bandit Learning on Networks for Intelligent Internet of Things Systems (Technical Report)—0
Fair Division Under Cardinality Constraints—0
Fair Division Without Disparate Impact—0
FairDP: Certified Fairness with Differential Privacy—0
Fair Dynamic Spectrum Access via Fully Decentralized Multi-Agent Reinforcement Learning—0
FAIREDU: A Multiple Regression-Based Method for Enhancing Fairness in Machine Learning Models for Educational Applications—0
FairEHR-CLP: Towards Fairness-Aware Clinical Predictions with Contrastive Learning in Multimodal Electronic Health Records—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