SOTAVerified

Fairness

Papers

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Showing 4301–4325 of 5676 papers

TitleStatusHype
A Free and Fair Economy: A Game of Justice and Inclusion—0
On Blame Attribution for Accountable Multi-Agent Sequential Decision Making—0
Measuring Ethics in AI with AI: A Methodology and Dataset Construction—0
Federated Learning with Fair Worker Selection: A Multi-Round Submodular Maximization Approach—0
What are you optimizing for? Aligning Recommender Systems with Human Values—0
A Deep Reinforcement Learning Approach for Fair Traffic Signal Control—0
Leave-one-out Unfairness—0
Understanding Gender and Racial Disparities in Image Recognition Models—0
Multimodal Reward Shaping for Efficient Exploration in Reinforcement Learning—0
Desiderata for Explainable AI in statistical production systems of the European Central Bank—0
Probabilistic Verification of Neural Networks Against Group Fairness—0
FairBalance: How to Achieve Equalized Odds With Data Pre-processingCode0
Automatic Fairness Testing of Neural Classifiers through Adversarial Sampling—0
Measuring Fairness in Generative ModelsCode0
Learning to Limit Data Collection via Scaling Laws: A Computational Interpretation for the Legal Principle of Data Minimization—0
Two-Sided Matching Meets Fair Division—0
DiRe Committee : Diversity and Representation Constraints in Multiwinner Elections—0
On the impossibility of non-trivial accuracy under fairness constraints—0
Fairness-aware Summarization for Justified Decision-Making—0
Can Less be More? When Increasing-to-Balancing Label Noise Rates Considered BeneficialCode0
Making Auctions Robust to Aftermarkets—0
DIVINE: Diverse Influential Training Points for Data Visualization and Model RefinementCode0
Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic ResponsesCode0
Trustworthy AI: A Computational Perspective—0
Multiaccurate Proxies for Downstream Fairness—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