SOTAVerified

Fairness

Papers

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Showing 2001–2025 of 5676 papers

TitleStatusHype
Building A Unified AI-centric Language System: analysis, framework and future work—0
Fair Class-Incremental Learning using Sample Weighting—0
Evaluation of Fairness Trade-offs in Predicting Student Success—0
FairCLIP: Social Bias Elimination based on Attribute Prototype Learning and Representation Neutralization—0
Bugs in Machine Learning-based Systems: A Faultload Benchmark—0
A Novel Approach to Fair Power Allocation for NOMA in Visible Light Communication—0
Fair Clustering for Data Summarization: Improved Approximation Algorithms and Complexity Insights—0
Evaluation Framework for AI Systems in "the Wild"—0
Fair Clustering Under a Bounded Cost—0
Fair Clustering Using Antidote Data—0
Evaluating Trade-offs in Computer Vision Between Attribute Privacy, Fairness and Utility—0
Fair clustering via equitable group representations—0
Fair Clustering via Hierarchical Fair-Dirichlet Process—0
Buffer-aware Wireless Scheduling based on Deep Reinforcement Learning—0
Evaluating the Promise and Pitfalls of LLMs in Hiring Decisions—0
Fair Compensation—0
Fair Computation Offloading for RSMA-Assisted Mobile Edge Computing Networks—0
FairComp: Workshop on Fairness and Robustness in Machine Learning for Ubiquitous Computing—0
Fair Concurrent Training of Multiple Models in Federated Learning—0
Fair Contextual Multi-Armed Bandits: Theory and Experiments—0
Evaluating the Performance of Nigerian Lecturers using Multilayer Perceptron—0
Bt-GAN: Generating Fair Synthetic Healthdata via Bias-transforming Generative Adversarial Networks—0
A Novel Approach to Fairness in Automated Decision-Making using Affective Normalization—0
Adversarial Stacked Auto-Encoders for Fair Representation Learning—0
A Complete Criterion for Value of Information in Soluble Influence Diagrams—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