SOTAVerified

Fairness

Papers

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Showing 5426–5450 of 5676 papers

TitleStatusHype
Putting Fairness Principles into Practice: Challenges, Metrics, and Improvements—0
Approaching Ethical Guidelines for Data Scientists—0
Equalizing Gender Biases in Neural Machine Translation with Word Embeddings TechniquesCode0
Fair Algorithms for ClusteringCode0
Fairwalk: Towards fair graph embeddingCode0
Stochastic Doubly Robust Gradient—0
Bias Mitigation Post-processing for Individual and Group Fairness—0
Improving fairness in machine learning systems: What do industry practitioners need?—0
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
Fairness Under Unawareness: Assessing Disparity When Protected Class Is UnobservedCode0
Questioning the assumptions behind fairness solutions—0
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
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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