SOTAVerified

Fairness

Papers

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Showing 2976–3000 of 5676 papers

TitleStatusHype
Elastic Federated Learning over Open Radio Access Network (O-RAN) for Concurrent Execution of Multiple Distributed Learning Tasks—0
Fairness in Visual Clustering: A Novel Transformer Clustering Approach—0
Fair Grading Algorithms for Randomized Exams—0
Beyond Submodularity: A Unified Framework of Randomized Set Selection with Group Fairness Constraints—0
Maximal Fairness—0
Auditing ICU Readmission Rates in an Clinical Database: An Analysis of Risk Factors and Clinical Outcomes—0
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual ReasoningCode0
Learning Optimal Fair Scoring Systems for Multi-Class Classification—0
Linking a predictive model to causal effect estimation—0
Analysing Fairness of Privacy-Utility Mobility Models—0
Artificial Intelligence/Operations Research Workshop 2 Report Out—0
FairPilot: An Explorative System for Hyperparameter Tuning through the Lens of Fairness—0
Achieving Long-term Fairness in Submodular Maximization through Randomization—0
CAFIN: Centrality Aware Fairness inducing IN-processing for Unsupervised Representation Learning on GraphsCode0
CILIATE: Towards Fairer Class-based Incremental Learning by Dataset and Training RefinementCode0
Information-Theoretic Testing and Debugging of Fairness Defects in Deep Neural Networks—0
Reweighted Mixup for Subpopulation Shift—0
Best Arm Identification with Fairness Constraints on Subpopulations—0
Connecting Fairness in Machine Learning with Public Health Equity—0
Last-Layer Fairness Fine-tuning is Simple and Effective for Neural NetworksCode0
Fairness through Aleatoric UncertaintyCode0
Assessing Perceived Fairness from Machine Learning Developer's Perspective—0
Inductive Graph UnlearningCode0
Globalizing Fairness Attributes in Machine Learning: A Case Study on Health in Africa—0
Blaming Humans and Machines: What Shapes People's Reactions to Algorithmic Harm—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