SOTAVerified

Fairness

Papers

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Showing 5426–5450 of 5676 papers

TitleStatusHype
Learning Controllable Fair RepresentationsCode0
Individual Fairness in Hindsight—0
Building Ethically Bounded AI—0
From Fair Decision Making to Social Equality—0
Differentially Private Fair Learning—0
Probabilistic Verification of Fairness Properties via ConcentrationCode0
Fighting Fire with Fire: Using Antidote Data to Improve Polarization and Fairness of Recommender SystemsCode0
Equality of Opportunity in Classification: A Causal Approach—0
The Effect of Heterogeneous Data for Alzheimer's Disease Detection from SpeechCode0
Racial categories in machine learning—0
Questioning the assumptions behind fairness solutions—0
Fairness Under Unawareness: Assessing Disparity When Protected Class Is UnobservedCode0
Base-Stations Up in the Air: Multi-UAV Trajectory Control for Min-Rate Maximization in Uplink C-RAN—0
AI Fairness for People with Disabilities: Point of View—0
Intersectionality: Multiple Group Fairness in Expectation ConstraintsCode0
50 Years of Test (Un)fairness: Lessons for Machine Learning—0
Bayesian Modeling of Intersectional Fairness: The Variance of Bias—0
Fairness for Multi-Self Agents—0
Machine Decisions and Human Consequences—0
Aequitas: A Bias and Fairness Audit ToolkitCode1
Eliminating Latent Discrimination: Train Then Mask—0
TED: Teaching AI to Explain its Decisions—0
Characterizing machine learning process: A maturity framework—0
How Do Fairness Definitions Fare? Examining Public Attitudes Towards Algorithmic Definitions of Fairness—0
Scalable Robust Kidney ExchangeCode0
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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