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Fairness

Papers

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Showing 2451–2475 of 5676 papers

TitleStatusHype
Equal Confusion Fairness: Measuring Group-Based Disparities in Automated Decision SystemsCode0
Collaborative Policy Learning for Dynamic Scheduling Tasks in Cloud-Edge-Terminal IoT Networks Using Federated Reinforcement Learning—0
FairPrism: Evaluating Fairness-Related Harms in Text GenerationCode1
FARMUR: Fair Adversarial Retraining to Mitigate Unfairness in Robustness—0
Automatic Counterfactual Augmentation for Robust Text Classification Based on Word-Group Search—0
Hierarchical Federated Learning Incentivization for Gas Usage Estimation—0
On the Cause of Unfairness: A Training Sample Perspective—0
Transformers in Healthcare: A Survey—0
FFPDG: Fast, Fair and Private Data Generation—0
Improving Fairness in Deepfake DetectionCode1
Learning Fair Classifiers via Min-Max F-divergence Regularization—0
Systematic analysis of the impact of label noise correction on ML FairnessCode0
Simulating counterfactualsCode0
A Three-Way Knot: Privacy, Fairness, and Predictive Performance Dynamics—0
FAIRER: Fairness as Decision Rationale Alignment—0
Balanced Filtering via Disclosure-Controlled Proxies—0
Fairness Aware Counterfactuals for Subgroups—0
Insights From Insurance for Fair Machine Learning—0
Toward Fairness Through Fair Multi-Exit Framework for Dermatological Disease Diagnosis—0
Privacy and Fairness in Federated Learning: on the Perspective of Trade-off—0
Multi-Target Multiplicity: Flexibility and Fairness in Target Specification under Resource ConstraintsCode0
Trading-off price for data quality to achieve fair online allocation—0
Recent Developments in Recommender Systems: A Survey—0
Auditing Predictive Models for Intersectional Biases—0
Quantum Pufferfish Privacy: A Flexible Privacy Framework for Quantum Systems—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