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Fairness

Papers

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Showing 2326–2350 of 5676 papers

TitleStatusHype
Improving Adversarial Robust Fairness via Anti-Bias Soft Label DistillationCode0
Multi-dimensional Fair Federated Learning—0
Remembering to Be Fair: Non-Markovian Fairness in Sequential Decision MakingCode0
Optimal Multi-Distribution Learning—0
SoK: Unintended Interactions among Machine Learning Defenses and RisksCode0
A Brief Tutorial on Sample Size Calculations for Fairness AuditsCode0
Temporal Fairness in Multiwinner Voting—0
Stochastic-Constrained Stochastic Optimization with Markovian Data—0
On the Impact of Multi-dimensional Local Differential Privacy on FairnessCode0
Multi-Group Fairness Evaluation via Conditional Value-at-Risk Testing—0
On The Fairness Impacts of Hardware Selection in Machine Learning—0
f-FERM: A Scalable Framework for Robust Fair Empirical Risk MinimizationCode0
Fairness and Deception in Human Interactions with Artificial Agents—0
Seller-side Outcome Fairness in Online Marketplaces—0
Multi-Criteria Client Selection and Scheduling with Fairness Guarantee for Federated Learning Service—0
Detecting algorithmic bias in medical-AI models using trees—0
Algorithmic Fairness with Feedback—0
DP-SGD-Global-Adapt-V2-S: Triad Improvements of Privacy, Accuracy and Fairness via Step Decay Noise Multiplier and Step Decay Upper Clipping Threshold—0
Inspecting Model Fairness in Ultrasound Segmentation Tasks—0
Multitask Learning Can Improve Worst-Group OutcomesCode0
FRAPPE: A Group Fairness Framework for Post-Processing Everything—0
Explainable AI is Responsible AI: How Explainability Creates Trustworthy and Socially Responsible Artificial Intelligence—0
Developing Linguistic Patterns to Mitigate Inherent Human Bias in Offensive Language DetectionCode0
Risk-Controlling Model Selection via Guided Bayesian Optimization—0
Towards Mitigating Perceived Unfairness in Contracts from a Non-Legal Stakeholder's Perspective—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