SOTAVerified

Fairness

Papers

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Showing 4176–4200 of 5676 papers

TitleStatusHype
Scaling Fair Learning to Hundreds of Intersectional Groups—0
Path-specific Causal Fair Prediction via Auxiliary Graph Structure Learning—0
An Empirical Study of Accuracy, Fairness, Explainability, Distributional Robustness, and Adversarial Robustness—0
L_q regularization for Fairness AI robust to sampling bias—0
AestheticNet: Reducing bias in facial data sets under ethical considerations—0
Reinforcement Learning with Ex-Post Max-Min Fairness—0
Fine-Tuning from Limited Feedbacks—0
Deep Learning of Intrinsically Motivated Options in the Arcade Learning Environment—0
A new look at fairness in stochastic multi-armed bandit problems—0
Visual Representation Learning over Latent Domains—0
Exploring unfairness in Integrated Gradients based attribution methods—0
Debiasing Pretrained Text Encoders by Paying Attention to Paying Attention—0
Fairness in Representation for Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling—0
Fairness-Driven Private Collaborative Machine Learning—0
Understanding the robustness-accuracy tradeoff by rethinking robust fairness—0
Understanding Overfitting in Reweighting Algorithms for Worst-group Performance—0
On Learning with Fairness Trade-Offs—0
Fairness Guarantees under Demographic Shift—0
A Fair Generative Model Using Total Variation Distance—0
Mitigating Racial Biases in Toxic Language Detection with an Equity-Based Ensemble FrameworkCode0
A Sociotechnical View of Algorithmic Fairness—0
Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice modelsCode0
The Boltzmann fair division for distributive justice—0
SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning—0
On the Fairness of Swarm Learning in Skin Lesion Classification—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