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Fairness

Papers

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Showing 2076–2100 of 5676 papers

TitleStatusHype
Evaluating Fairness Metrics in the Presence of Dataset Bias—0
Public Perceptions of Fairness Metrics Across Borders—0
Bridging Fairness and Environmental Sustainability in Natural Language Processing—0
An Introduction to Machine Unlearning—0
Evaluating Fairness in Transaction Fraud Models: Fairness Metrics, Bias Audits, and Challenges—0
Evaluating Fairness in Self-supervised and Supervised Models for Sequential Data—0
Breaking the Spurious Causality of Conditional Generation via Fairness Intervention with Corrective Sampling—0
Breaking Fair Binary Classification with Optimal Flipping Attacks—0
Evaluating Fair Feature Selection in Machine Learning for Healthcare—0
Evaluating Disentanglement in Generative Models Without Knowledge of Latent Factors—0
Evaluating Differentially Private Synthetic Data Generation in High-Stakes Domains—0
Boxer: Interactive Comparison of Classifier Results—0
An Introduction to Artificial Intelligence and Solutions to the Problems of Algorithmic Discrimination—0
Adversarial Reweighting Guided by Wasserstein Distance for Bias Mitigation—0
Bias Evaluation and Mitigation in Retrieval-Augmented Medical Question-Answering Systems—0
Evaluating Bias in LLMs for Job-Resume Matching: Gender, Race, and Education—0
Bounded Temporal Fairness for FIFO Financial Markets—0
Evaluating AI Group Fairness: a Fuzzy Logic Perspective—0
Evaluating AI fairness in credit scoring with the BRIO tool—0
Evaluate Bias without Manual Test Sets: A Concept Representation Perspective for LLMs—0
Bounded Incentives in Manipulating the Probabilistic Serial Rule—0
Is There a Trade-Off Between Fairness and Accuracy? A Perspective Using Mismatched Hypothesis Testing—0
Ethics of Artificial Intelligence in Surgery—0
Ethics of AI: A Systematic Literature Review of Principles and Challenges—0
Ethically aligned Deep Learning: Unbiased Facial Aesthetic Prediction—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