SOTAVerified

Fairness

Papers

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Showing 5601–5625 of 5676 papers

TitleStatusHype
Fairness Testing: Testing Software for Discrimination—0
On Fairness and CalibrationCode0
Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads—0
Fairness-aware machine learning: a perspective—0
Meritocratic Fairness for Cross-Population Selection—0
Decoupled classifiers for fair and efficient machine learning—0
Subdeterminant Maximization via Nonconvex Relaxations and Anti-concentration—0
Networked Fairness in Cake Cutting—0
Calibrated Fairness in Bandits—0
The impossibility of "fairness": a generalized impossibility result for decisions—0
Discriminatory Transfer—0
Fair Pipelines—0
Data Decisions and Theoretical Implications when Adversarially Learning Fair Representations—0
Racial Disparity in Natural Language Processing: A Case Study of Social Media African-American English—0
Fairer and more accurate, but for whom?—0
On Fairness, Diversity and Randomness in Algorithmic Decision Making—0
Penalizing Unfairness in Binary ClassificationCode0
New Fairness Metrics for Recommendation that Embrace Differences—0
FA*IR: A Fair Top-k Ranking AlgorithmCode0
Logics and practices of transparency and opacity in real-world applications of public sector machine learning—0
Avoiding Discrimination through Causal Reasoning—0
A Convex Framework for Fair RegressionCode0
Bayesian fairness—0
Fair Inference On Outcomes—0
The cost of fairness in classification—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