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Fairness

Papers

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Showing 4351–4375 of 5676 papers

TitleStatusHype
Does Robustness Improve Fairness? Approaching Fairness with Word Substitution Robustness Methods for Text Classification—0
Evaluating Team Skill Aggregation in Online Competitive Games—0
Algorithmic Bias and Data Bias: Understanding the Relation between Distributionally Robust Optimization and Data Curation—0
Costs and Benefits of Fair Regression—0
A Fair and Ethical Healthcare Artificial Intelligence System for Monitoring Driver Behavior and Preventing Road Accidents—0
Maxmin-Fair Ranking: Individual Fairness under Group-Fairness Constraints—0
FAIR: Fairness-Aware Information Retrieval Evaluation—0
Probing GNN Explainers: A Rigorous Theoretical and Empirical Analysis of GNN Explanation Methods—0
Evaluating Gender Bias in Hindi-English Machine Translation—0
Demographic Fairness in Face Identification: The Watchlist Imbalance Effect—0
Simon Says: Evaluating and Mitigating Bias in Pruned Neural Networks with Knowledge DistillationCode0
Massive Wireless Energy Transfer with Statistical CSI Beamforming—0
Fairness as Equality of Opportunity: Normative Guidance from Political Philosophy—0
On Large-Cohort Training for Federated Learning—0
An Analysis of the Deployment of Models Trained on Private Tabular Synthetic Data: Unexpected Surprises—0
Fair Clustering Under a Bounded Cost—0
Planning to Fairly Allocate: Probabilistic Fairness in the Restless Bandit SettingCode0
Can Explainable AI Explain Unfairness? A Framework for Evaluating Explainable AI—0
Characterizing the risk of fairwashingCode0
FairCanary: Rapid Continuous Explainable Fairness—0
Assessing Multilingual Fairness in Pre-trained Multimodal Representations—0
Consistent Instance False Positive Improves Fairness in Face Recognition—0
AI-driven Prices for Externalities and Sustainability in Production MarketsCode0
Cooperative Multi-Agent Fairness and Equivariant Policies—0
Fair Classification with Adversarial PerturbationsCode0
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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