SOTAVerified

Fairness

Papers

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Showing 3276–3300 of 5676 papers

TitleStatusHype
Debias the Black-box: A Fair Ranking Framework via Knowledge Distillation—0
TESTSGD: Interpretable Testing of Neural Networks Against Subtle Group Discrimination—0
A novel approach for Fair Principal Component Analysis based on eigendecompositionCode0
Achieving Fairness in Dermatological Disease Diagnosis through Automatic Weight Adjusting Federated Learning and Personalization—0
Towards Communication Efficient and Fair Federated Personalized Sequential Recommendation—0
Explaining Bias in Deep Face Recognition via Image CharacteristicsCode0
Evaluation of group fairness measures in student performance prediction problems—0
Socially Fair Center-based and Linear Subspace Clustering—0
Minimax AUC Fairness: Efficient Algorithm with Provable ConvergenceCode0
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive LearningCode1
Shapelet-Based Counterfactual Explanations for Multivariate Time SeriesCode0
Individual Fairness under Varied Notions of Group Fairness in Bipartite Matching - One Framework to Approximate Them AllCode0
Disentangled Representation with Causal Constraints for Counterfactual Fairness—0
A Scalable, Interpretable, Verifiable & Differentiable Logic Gate Convolutional Neural Network Architecture From Truth Tables—0
Modelling the long-term fairness dynamics of data-driven targeted help on job seekers—0
Open Long-Tailed Recognition in a Dynamic World—0
Algorithmic Fairness and Statistical Discrimination—0
Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systems—0
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups—0
An axiomatic theory for anonymized risk sharing—0
Error Parity Fairness: Testing for Group Fairness in Regression Tasks—0
CARMA: Fair and efficient bottleneck congestion management via non-tradable karma credits—0
QuickSkill: Novice Skill Estimation in Online Multiplayer Games—0
Handling Interference in Integrated HAPS-Terrestrial Networks through Radio Resource Management—0
Impossibility theorems involving weakenings of expansion consistency and resoluteness in votingCode0
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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