SOTAVerified

Fairness

Papers

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Showing 2051–2075 of 5676 papers

TitleStatusHype
Constrained Serial Rule on the Full Preference Domain—0
A Structured Review of Literature on Uncertainty in Machine Learning & Deep Learning—0
Active Fourier Auditor for Estimating Distributional Properties of ML Models—0
Constrained Reweighting of Distributions: an Optimal Transport Approach—0
Constrained Online Decision-Making: A Unified Framework—0
A structured regression approach for evaluating model performance across intersectional subgroups—0
Accuracy, Fairness, and Interpretability of Machine Learning Criminal Recidivism Models—0
Fair learning with Wasserstein barycenters for non-decomposable performance measures—0
Constrained Learning with Non-Convex Losses—0
Constrained Classification and Policy Learning—0
ASTRA: High Throughput 3PC over Rings with Application to Secure Prediction—0
Constant Approximation for Individual Preference Stable Clustering—0
AI Agent Behavioral Science—0
Fairlearn: Assessing and Improving Fairness of AI Systems—0
Consistent Instance False Positive Improves Fairness in Face Recognition—0
Consider the Alternatives: Navigating Fairness-Accuracy Tradeoffs via Disqualification—0
A Hybrid Tabu Scatter Search Algorithm for Simulation-Based Optimization of Multi-Objective Runway Operations Scheduling—0
Considerations for Task Allocation in Human-Robot Teams—0
"Conservatives Overfit, Liberals Underfit": The Social-Psychological Control of Affect and Uncertainty—0
A Step Toward More Inclusive People Annotations for Fairness—0
Active Fairness Instead of Unawareness—0
CONFAIR: Configurable and Interpretable Algorithmic Fairness—0
Fair lending needs explainable models for responsible recommendation—0
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing—0
Fair mapping—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