SOTAVerified

Fairness

Papers

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Showing 5451–5475 of 5676 papers

TitleStatusHype
FNNC: Achieving Fairness through Neural Networks—0
Crowdsourcing with Fairness, Diversity and Budget Constraints—0
Summarizing User-generated Textual Content: Motivation and Methods for Fairness in Algorithmic SummariesCode0
The Frontiers of Fairness in Machine Learning—0
Taking Advantage of Multitask Learning for Fair Classification—0
Fairness for Whom? Critically reframing fairness with Nash Welfare Product—0
A Game-Theoretic Approach to Recommendation Systems with Strategic Content Providers—0
Discovering Fair Representations in the Data DomainCode0
Tuning Fairness by Balancing Target LabelsCode0
Fairness-Regularized DLMP-Based Bilevel Transactive Energy Mechanism in Distribution Systems—0
Systematic Biases in Link Prediction: comparing heuristic and graph embedding based methods—0
A General Framework for Fair Regression—0
Can everyday AI be ethical. Fairness of Machine Learning Algorithms—0
From Soft Classifiers to Hard Decisions: How fair can we be?Code0
AI Fairness 360: An Extensible Toolkit for Detecting, Understanding, and Mitigating Unwanted Algorithmic BiasCode0
Counterfactually Fair Prediction Using Multiple Causal ModelsCode0
Active Fairness in Algorithmic Decision Making—0
Counterfactual Fairness in Text Classification through Robustness—0
Defining the Collective Intelligence Supply Chain—0
Evaluating Fairness Metrics in the Presence of Dataset Bias—0
Envy-Free Classification—0
Insider Trading with Penalties—0
A General Framework for Temporal Fair User Scheduling in NOMA Systems—0
Personalizing Fairness-aware Re-ranking—0
A Fairness-aware Hybrid Recommender System—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