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Fairness

Papers

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Showing 4351–4400 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
Fair Disaster Containment via Graph-Cut Problems—0
A New Notion of Individually Fair Clustering: α-Equitable k-CenterCode0
Fairness-Aware Node Representation Learning—0
FairCal: Fairness Calibration for Face Verification—0
Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning—0
Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs—0
Path-specific Effects Based on Information Accounts of Causality—0
Tetrad: Actively Secure 4PC for Secure Training and Inference—0
Conditional Contrastive Learning for Improving Fairness in Self-Supervised Learning—0
Fairness-Aware Unsupervised Feature Selection—0
Fair Exploration via Axiomatic Bargaining—0
Differentially Empirical Risk Minimization under the Fairness Lens—0
Towards Fairness Certification in Artificial Intelligence—0
Strategyproof Learning: Building Trustworthy User-Generated DatasetsCode0
Towards Equal Gender Representation in the Annotations of Toxic Language Detection—0
Subgroup Fairness in Two-Sided MarketsCode0
Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning—0
Causality in Neural Networks -- An Extended Abstract—0
Optimizing Rankings for Recommendation in Matching Markets—0
Fair Machine Learning under Limited Demographically Labeled DataCode0
Testing Group Fairness via Optimal Transport Projections—0
Fair Clustering Using Antidote Data—0
Zipf Matrix Factorization : Matrix Factorization with Matthew Effect ReductionCode0
A Clarification of the Nuances in the Fairness Metrics LandscapeCode0
Information Theoretic Measures for Fairness-aware Feature Selection—0
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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