SOTAVerified

Fairness

Papers

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Showing 2301–2325 of 5676 papers

TitleStatusHype
Towards Fairness in Online Service with k Servers and its Application on Fair Food DeliveryCode0
Online Restless Multi-Armed Bandits with Long-Term Fairness Constraints—0
Proportional Representation in Metric Spaces and Low-Distortion Committee Selection—0
Democratize with Care: The need for fairness specific features in user-interface based open source AutoML tools—0
TrojFair: Trojan Fairness Attacks—0
How Far Can Fairness Constraints Help Recover From Biased Data?—0
Investigating Responsible AI for Scientific Research: An Empirical Study—0
An Information-Flow Perspective on Algorithmic Fairness—0
Integrating Fairness and Model Pruning Through Bi-level Optimization—0
Fair Clustering: A Causal PerspectiveCode0
Mitigating Label Bias in Machine Learning: Fairness through Confident Learning—0
Stable Rivers: A Case Study in the Application of Text-to-Image Generative Models for Earth Sciences—0
Privacy Constrained Fairness Estimation for Decision Trees—0
Fair Active Learning in Low-Data Regimes—0
Human-in-the-loop Fairness: Integrating Stakeholder Feedback to Incorporate Fairness Perspectives in Responsible AICode0
The Complexity of Envy-Free Graph Cutting—0
Tell, don't show: Declarative facts influence how LLMs generalize—0
FairSISA: Ensemble Post-Processing to Improve Fairness of Unlearning in LLMs—0
On the notion of Hallucinations from the lens of Bias and Validity in Synthetic CXR Images—0
TaCo: Targeted Concept Erasure Prevents Non-Linear Classifiers From Detecting Protected AttributesCode0
METAL: Metamorphic Testing Framework for Analyzing Large-Language Model Qualities—0
Attribute Annotation and Bias Evaluation in Visual Datasets for Autonomous DrivingCode0
Testing Correctness, Fairness, and Robustness of Speech Emotion Recognition Models—0
No prejudice! Fair Federated Graph Neural Networks for Personalized Recommendation—0
Improving Adversarial Robust Fairness via Anti-Bias Soft Label DistillationCode0
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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