SOTAVerified

Fairness

Papers

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Showing 4401–4425 of 5676 papers

TitleStatusHype
FiSH: Fair Spatial Hotspots—0
Improving Compositionality of Neural Networks by Decoding Representations to Inputs—0
Reinforcement Learning-based Dynamic Service Placement in Vehicular Networks—0
Unifying Distillation with Personalization in Federated Learning—0
Rawlsian Fair Adaptation of Deep Learning Classifiers—0
Using Pareto Simulated Annealing to Address Algorithmic Bias in Machine Learning—0
Demographic Fairness in Biometric Systems: What do the Experts say?—0
Enumerating Fair Packages for Group RecommendationsCode0
Deep Fair Discriminative ClusteringCode0
Fair Representations by Compression—0
FAWOS: Fairness-Aware Oversampling Algorithm Based on Distributions of Sensitive AttributesCode0
Fair Feature Distillation for Visual Recognition—0
Bridging the Gap Between Explainable AI and Uncertainty Quantification to Enhance Trustability—0
FNAS: Uncertainty-Aware Fast Neural Architecture Search—0
Bayesian Nonparametric Reinforcement Learning in LTE and Wi-Fi Coexistence—0
Robust Fairness-aware Learning Under Sample Selection Bias—0
InfoFair: Information-Theoretic Intersectional Fairness—0
A Low-Delay MAC for IoT Applications: Decentralized Optimal Scheduling of Queues without Explicit State Information Sharing—0
Out-of-Distribution Detection in Dermatology using Input Perturbation and Subset Scanning—0
PROPm Allocations of Indivisible Goods to Multiple Agents—0
Sampling with Trusthworthy Constraints: A Variational Gradient FrameworkCode0
Impossibility results for fair representation—0
Scalable and Stable Surrogates for Flexible Classifiers with Fairness Constraints—0
Variational Causal Autoencoder for Interventional and Counterfactual Queries—0
Fair and Efficient Resource Allocation with Partial Information—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