SOTAVerified

Fairness

Papers

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Showing 4151–4175 of 5676 papers

TitleStatusHype
Distinguishing rule- and exemplar-based generalization in learning systemsCode0
Automated Testing of AI Models—0
Distributed Proximal Policy Optimization for Contention-Based Spectrum Access—0
Data-Driven Methods for Balancing Fairness and Efficiency in Ride-PoolingCode0
Predictability and Fairness in Load Aggregation and Operations of Virtual Power Plants—0
Federating for Learning Group Fair Models—0
A Deep Reinforcement Learning Framework for Contention-Based Spectrum Sharing—0
An Empirical Investigation of Learning from Biased Toxicity Labels—0
Trustworthy AI: From Principles to Practices—0
Investigating Fairness of Ocular Biometrics Among Young, Middle-Aged, and Older Adults—0
Fairness and underspecification in acoustic scene classification: The case for disaggregated evaluations—0
Efficiency, Fairness, and Stability in Non-Commercial Peer-to-Peer Ridesharing—0
Enhancing Model Robustness and Fairness with Causality: A Regularization ApproachCode0
FairMask: Better Fairness via Model-based Rebalancing of Protected Attributes—0
Consider the Alternatives: Navigating Fairness-Accuracy Tradeoffs via Disqualification—0
FairFed: Enabling Group Fairness in Federated Learning—0
Evaluating the fairness of fine-tuning strategies in self-supervised learning—0
Algorithm Fairness in AI for Medicine and Healthcare—0
Fair AutoML Through Multi-objective Optimization—0
Non-convex Optimization for Learning a Fair Predictor under Equalized Loss Fairness Constraint—0
Generalized Demographic Parity for Group FairnessCode0
Diverse Client Selection for Federated Learning via Submodular Maximization—0
Fairness-aware Federated Learning—0
Adversarial Fairness Network—0
Equalized Robustness: Towards Sustainable Fairness Under Distributional Shifts—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