SOTAVerified

Fairness

Papers

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Showing 4501–4525 of 5676 papers

TitleStatusHype
Fairness in Ranking: A Survey—0
Tilted Cross Entropy (TCE): Promoting Fairness in Semantic Segmentation—0
Smart Scheduling based on Deep Reinforcement Learning for Cellular Networks—0
Fairness Perceptions of Algorithmic Decision-Making: A Systematic Review of the Empirical Literature—0
Tackling Racial Bias in Automated Online Hate Detection: Towards Fair and Accurate Classification of Hateful Online Users Using Geometric Deep Learning—0
Responsible AI: Gender bias assessment in emotion recognition—0
Demystifying the Effects of Non-Independence in Federated Learning—0
Individually Fair Ranking—0
Fairness and Friends—0
Gender and Racial Fairness in Depression Research using Social Media—0
Hidden Technical Debts for Fair Machine Learning in Financial Services—0
Fairness-aware Outlier Ensemble—0
Predicting Early Dropout: Calibration and Algorithmic Fairness Considerations—0
Algorithmic Challenges in Ensuring Fairness at the Time of Decision—0
Fairness and Transparency in Recommendation: The Users' Perspective—0
AI Fairness via Domain Adaptation—0
Towards Fair Affective Robotics: Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition—0
Flexible FOND Planning with Explicit Fairness AssumptionsCode0
Domain-Incremental Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition—0
OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning—0
DebIE: A Platform for Implicit and Explicit Debiasing of Word Embedding SpacesCode0
FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders—0
Wasserstein Robust Classification with Fairness Constraints—0
Interpretable bias mitigation for textual data: Reducing gender bias in patient notes while maintaining classification performance—0
Constrained Learning with Non-Convex Losses—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