SOTAVerified

Fairness

Papers

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Showing 4901–4925 of 5676 papers

TitleStatusHype
FairRec: Fairness-aware News Recommendation with Decomposed Adversarial Learning—0
Machine learning fairness notions: Bridging the gap with real-world applications—0
Evaluation of Fairness Trade-offs in Predicting Student Success—0
Efficient Mining Cluster Selection for Blockchain-based Cellular V2X Communications—0
PAC-Bayesian Bound for the Conditional Value at Risk—0
SenSeI: Sensitive Set Invariance for Enforcing Individual Fairness—0
Fairness with Overlapping Groups—0
On Fair Selection in the Presence of Implicit Variance—0
A Framework for Fairness in Two-Sided Marketplaces—0
Fair Performance Metric Elicitation—0
Distributional Individual Fairness in ClusteringCode0
How fair can we go in machine learning? Assessing the boundaries of fairness in decision treesCode0
PipeSim: Trace-driven Simulation of Large-Scale AI Operations Platforms—0
Improving LIME Robustness with Smarter Locality SamplingCode0
Verifying Individual Fairness in Machine Learning Models—0
Representation via Representations: Domain Generalization via Adversarially Learned Invariant Representations—0
Accelerating Safe Reinforcement Learning with Constraint-mismatched Policies—0
Fair Active LearningCode0
Mitigating Bias in Online Microfinance Platforms: A Case Study on Kiva.org—0
Two Simple Ways to Learn Individual Fairness Metrics from Data—0
Fair clustering via equitable group representations—0
Achieving Fairness via Post-Processing in Web-Scale Recommender Systems—0
Individual Calibration with Randomized Forecasting—0
Fair Hierarchical Clustering—0
Towards Threshold Invariant Fair 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