SOTAVerified

Fairness

Papers

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Showing 2401–2425 of 5676 papers

TitleStatusHype
Step by Step to Fairness: Attributing Societal Bias in Task-oriented Dialogue Systems—0
Keystroke Verification Challenge (KVC): Biometric and Fairness Benchmark Evaluation—0
Fair Supervised Learning with A Simple Random Sampler of Sensitive AttributesCode0
Patience ensures fairness—0
Search-Based Fairness Testing: An Overview—0
FireMatch: A Semi-Supervised Video Fire Detection Network Based on Consistency and Distribution Alignment—0
Kantian Deontology Meets AI Alignment: Towards Morally Grounded Fairness Metrics—0
All Should Be Equal in the Eyes of Language Models: Counterfactually Aware Fair Text GenerationCode0
Counterfactually Fair RepresentationCode0
Fair Wasserstein Coresets—0
Is a Seat at the Table Enough? Engaging Teachers and Students in Dataset Specification for ML in Education—0
Cross-Silo Federated Learning Across Divergent Domains with Iterative Parameter AlignmentCode0
FEIR: Quantifying and Reducing Envy and Inferiority for Fair Recommendation of Limited ResourcesCode0
Ultimatum game: regret or fairness?—0
When Fairness Meets Privacy: Exploring Privacy Threats in Fair Binary Classifiers via Membership Inference Attacks—0
Holistic Evaluation of Text-To-Image Models—0
Loss Balancing for Fair Supervised LearningCode0
The Fairness Stitch: Unveiling the Potential of Model Stitching in Neural Network De-BiasingCode0
Kindness in Multi-Agent Reinforcement Learning—0
FinA: Fairness of Adverse Effects in Decision-Making of Human-Cyber-Physical-System—0
Strong statistical parity through fair synthetic data—0
Certified Defense on the Fairness of Graph Neural NetworksCode0
Multi-objective Reinforcement Learning with Nonlinear Preferences: Provable Approximation for Maximizing Expected Scalarized Return—0
Procedural Fairness Through Decoupling Objectionable Data Generating ComponentsCode0
LLMs grasp morality in concept—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