SOTAVerified

Fairness

Papers

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Showing 2226–2250 of 5676 papers

TitleStatusHype
The Sem-Lex Benchmark: Modeling ASL Signs and Their PhonemesCode0
Networked Inequality: Preferential Attachment Bias in Graph Neural Network Link PredictionCode0
Toward Operationalizing Pipeline-aware ML Fairness: A Research Agenda for Developing Practical Guidelines and Tools—0
Constant Approximation for Individual Preference Stable Clustering—0
Anti-Matthew FL: Bridging the Performance Gap in Federated Learning to Counteract the Matthew Effect—0
Max-Sliced Mutual Information—0
Towards Poisoning Fair Representations—0
Automatic Feature Fairness in Recommendation via AdversariesCode0
Parallel Multi-Objective Hyperparameter Optimization with Uniform Normalization and Bounded Objectives—0
Unveiling Fairness Biases in Deep Learning-Based Brain MRI ReconstructionCode0
Fairness and Bias in Algorithmic Hiring: a Multidisciplinary Survey—0
(Predictable) Performance Bias in Unsupervised Anomaly Detection—0
Design Principles of Robust Multi-Armed Bandit Framework in Video Recommendations—0
Survey of Social Bias in Vision-Language Models—0
Beyond Fairness: Age-Harmless Parkinson's Detection via Voice—0
Penalties and Rewards for Fair Learning in Paired Kidney Exchange Programs—0
FairComp: Workshop on Fairness and Robustness in Machine Learning for Ubiquitous Computing—0
Towards Counterfactual Fairness-aware Domain Generalization in Changing Environments—0
Fairness Hub Technical Briefs: AUC Gap—0
Dr. FERMI: A Stochastic Distributionally Robust Fair Empirical Risk Minimization Framework—0
Learning and DiSentangling Patient Static Information from Time-series Electronic HEalth Record (STEER)—0
Using Property Elicitation to Understand the Impacts of Fairness Regularizers—0
Towards Measuring Fairness in Grid Layout in Recommender Systems—0
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task LearningCode0
Predictive Uncertainty-based Bias Mitigation in RankingCode0
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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