SOTAVerified

Fairness

Papers

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Showing 4576–4600 of 5676 papers

TitleStatusHype
Bias Testing and Mitigation in LLM-based Code Generation—0
Bias Begets Bias: The Impact of Biased Embeddings on Diffusion Models—0
Bias Beyond English: Evaluating Social Bias and Debiasing Methods in a Low-Resource Setting—0
Bias Discovery in Machine Learning Models for Mental Health—0
Bias, diversity, and challenges to fairness in classification and automated text analysis. From libraries to AI and back—0
Biased Models Have Biased Explanations—0
Biases in Edge Language Models: Detection, Analysis, and Mitigation—0
Biases in Expected Goals Models Confound Finishing Ability—0
Bias, Fairness, and Accountability with AI and ML Algorithms—0
BiasFilter: An Inference-Time Debiasing Framework for Large Language Models—0
BiasGuard: A Reasoning-enhanced Bias Detection Tool For Large Language Models—0
Bias in AI-systems: A multi-step approach—0
Biasing & Debiasing based Approach Towards Fair Knowledge Transfer for Equitable Skin Analysis—0
Bias in Language Models: Beyond Trick Tests and Toward RUTEd Evaluation—0
Bias in Motion: Theoretical Insights into the Dynamics of Bias in SGD Training—0
Bias in Unsupervised Anomaly Detection in Brain MRI—0
Bias Mitigation Framework for Intersectional Subgroups in Neural Networks—0
Bias Mitigation in Fine-tuning Pre-trained Models for Enhanced Fairness and Efficiency—0
FairCal: Fairness Calibration for Face Verification—0
Bias Mitigation Post-processing for Individual and Group Fairness—0
Bias mitigation techniques in image classification: fair machine learning in human heritage collections—0
Bias Neutralization Framework: Measuring Fairness in Large Language Models with Bias Intelligence Quotient (BiQ)—0
Bias Reducing Multitask Learning on Mental Health Prediction—0
Bias Similarity Across Large Language Models—0
Bias-Tolerant Fair Classification—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