SOTAVerified

Fairness

Papers

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Showing 4976–5000 of 5676 papers

TitleStatusHype
Principal Fairness for Human and Algorithmic Decision-Making—0
Fair Classification via Unconstrained Optimization—0
Do the Machine Learning Models on a Crowd Sourced Platform Exhibit Bias? An Empirical Study on Model FairnessCode0
Opportunistic Multi-aspect Fairness through Personalized Re-ranking—0
Gender Slopes: Counterfactual Fairness for Computer Vision Models by Attribute Manipulation—0
Fair Outlier Detection—0
Contrastive Learning for Debiased Candidate Generation in Large-Scale Recommender Systems—0
SWIFT: Super-fast and Robust Privacy-Preserving Machine Learning—0
Fractional Top Trading Cycle on the Full Preference Domain—0
Fair Inputs and Fair Outputs: The Incompatibility of Fairness in Privacy and Accuracy—0
BLAZE: Blazing Fast Privacy-Preserving Machine Learning—0
The Role of Randomness and Noise in Strategic Classification—0
Towards classification parity across cohorts—0
Participatory Problem Formulation for Fairer Machine Learning Through Community Based System Dynamics—0
Mitigating Gender Bias in Machine Learning Data Sets—0
Thompson Sampling for Combinatorial Semi-bandits with Sleeping Arms and Long-Term Fairness Constraints—0
Efficient and fair trading algorithms in market design environments—0
Statistical Equity: A Fairness Classification ObjectiveCode0
Why Fairness Cannot Be Automated: Bridging the Gap Between EU Non-Discrimination Law and AICode0
Designing for Human Rights in AI—0
Fair Algorithms for Hierarchical Agglomerative Clustering—0
Visualisation and knowledge discovery from interpretable models—0
Ensuring Fairness under Prior Probability Shifts—0
Sample Complexity of Uniform Convergence for Multicalibration—0
Multi-agent Reinforcement Learning for Decentralized Stable Matching—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