SOTAVerified

Fairness

Papers

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Showing 3401–3425 of 5676 papers

TitleStatusHype
Understanding Instance-Level Impact of Fairness ConstraintsCode0
Personalized Detection of Cognitive Biases in Actions of Users from Their Logs: Anchoring and Recency Biases—0
Fairness via In-Processing in the Over-parameterized Regime: A Cautionary Tale—0
AFAFed -- Protocol analysis—0
Fair Machine Learning in Healthcare: A Review—0
Flexible text generation for counterfactual fairness probing—0
Prisoners of Their Own Devices: How Models Induce Data Bias in Performative Prediction—0
Human-AI Collaboration in Decision-Making: Beyond Learning to Defer—0
Transferring Fairness under Distribution Shifts via Fair Consistency RegularizationCode0
On Structural Explanation of Bias in Graph Neural NetworksCode0
Achievement and Fragility of Long-term Equitability—0
Bugs in Machine Learning-based Systems: A Faultload Benchmark—0
Experts' View on Challenges and Needs for Fairness in Artificial Intelligence for Education—0
Three Applications of Conformal Prediction for Rating Breast Density in Mammography—0
A Disability Lens towards Biases in GPT-3 Generated Open-Ended Languages—0
Context matters for fairness -- a case study on the effect of spatial distribution shifts—0
Multi-Access Point Coordination for Next-Gen Wi-Fi Networks Aided by Deep Reinforcement Learning—0
Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing—0
OpenXAI: Towards a Transparent Evaluation of Model ExplanationsCode1
FairGrad: Fairness Aware Gradient DescentCode1
The Right Tool for the Job: Open-Source Auditing Tools in Machine Learning—0
Classification Utility, Fairness, and Compactness via Tunable Information Bottleneck and Rényi MeasuresCode0
Square One Bias in NLP: Towards a Multi-Dimensional Exploration of the Research Manifold—0
Towards Trustworthy Edge Intelligence: Insights from Voice-Activated Services—0
Algorithmic Fairness and Vertical Equity: Income Fairness with IRS Tax Audit Models—0
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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