SOTAVerified

Fairness

Papers

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Showing 1476–1500 of 5676 papers

TitleStatusHype
Towards Fairer Health Recommendations: finding informative unbiased samples via Word Sense Disambiguation—0
Interactive Counterfactual Exploration of Algorithmic Harms in Recommender Systems—0
TriplePlay: Enhancing Federated Learning with CLIP for Non-IID Data and Resource Efficiency—0
UPCS: Unbiased Persona Construction for Dialogue Generation—0
Fair Reinforcement Learning Algorithm for PV Active Control in LV Distribution Networks—0
Influence-based Attributions can be ManipulatedCode0
Synthetic Tabular Data Generation for Class Imbalance and Fairness: A Comparative StudyCode0
Centralized Selection with Preferences in the Presence of BiasesCode0
Towards a Socially Acceptable Competitive Equilibrium in Energy Markets—0
Evaluating Fairness in Transaction Fraud Models: Fairness Metrics, Bias Audits, and Challenges—0
How Fair is Your Diffusion Recommender Model?—0
Privacy-Preserving Race/Ethnicity Estimation for Algorithmic Bias Measurement in the U.S—0
AGR: Age Group fairness Reward for Bias Mitigation in LLMs—0
Microfinance in Thailand: Navigating Challenges and Unlocking Opportunities—0
Understanding Fairness in Recommender Systems: A Healthcare Perspective—0
Debiasing Text Safety Classifiers through a Fairness-Aware EnsembleCode0
FairQuant: Certifying and Quantifying Fairness of Deep Neural Networks—0
Fair Minimum Representation Clustering via Integer Programming—0
Nteasee: Understanding Needs in AI for Health in Africa -- A Mixed-Methods Study of Expert and General Population Perspectives—0
The Impact of Balancing Real and Synthetic Data on Accuracy and Fairness in Face Recognition—0
Evaluating Machine Learning-based Skin Cancer Diagnosis—0
Fair Railway Network Design—0
Counterfactual Fairness by Combining Factual and Counterfactual PredictionsCode0
Comprehensive Equity Index (CEI): Definition and Application to Bias Evaluation in Biometrics—0
Debiasing Graph Representation Learning based on Information Bottleneck—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