SOTAVerified

Fairness

Papers

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Showing 3726–3750 of 5676 papers

TitleStatusHype
Globalizing Fairness Attributes in Machine Learning: A Case Study on Health in Africa—0
Global-Liar: Factuality of LLMs over Time and Geographic Regions—0
GLOCALFAIR: Jointly Improving Global and Local Group Fairness in Federated Learning—0
Going Beyond XAI: A Systematic Survey for Explanation-Guided Learning—0
Good proctor or "Big Brother"? AI Ethics and Online Exam Supervision Technologies—0
Governance Challenges in Reinforcement Learning from Human Feedback: Evaluator Rationality and Reinforcement Stability—0
GPT in Game Theory Experiments—0
GPT is Not an Annotator: The Necessity of Human Annotation in Fairness Benchmark Construction—0
Gradient-Driven Graph Neural Networks for Learning Digital and Hybrid Precoder—0
Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning—0
Gradient Reversal Against Discrimination—0
Grading video interviews with fairness considerations—0
Graph-based Multi-View Fusion and Local Adaptation: Mitigating Within-Household Confusability for Speaker Identification—0
Graph Fairness Learning under Distribution Shifts—0
GRAPHGINI: Fostering Individual and Group Fairness in Graph Neural Networks—0
Graph Guided Diffusion: Unified Guidance for Conditional Graph Generation—0
Graphical House Allocation—0
Graph Learning—0
Graph Learning with Localized Neighborhood Fairness—0
Graph Neural Network Surrogates of Fair Graph Filtering—0
Greedy Algorithms for Fair Division of Mixed Manna—0
Group-Adaptive Threshold Optimization for Robust AI-Generated Text Detection—0
Group-Aware Threshold Adaptation for Fair Classification—0
Group-based Fair Learning Leads to Counter-intuitive Predictions—0
Group conditional validity via multi-group learning—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