SOTAVerified

Fairness

Papers

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Showing 2926–2950 of 5676 papers

TitleStatusHype
Pragmatic Fairness: Developing Policies with Outcome Disparity ControlCode0
Privacy and Bias Analysis of Disclosure Avoidance Systems—0
Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based PerspectiveCode0
Arbitrariness and Social Prediction: The Confounding Role of Variance in Fair ClassificationCode0
Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness Interventions—0
Discriminative Entropy Clustering and its Relation to K-means and SVM—0
Learning from Mistakes: Self-Regularizing Hierarchical Representations in Point Cloud Semantic Segmentation—0
Transferable Fairness for Cold-Start Recommendation—0
Increasing Fairness via Combination with Learning Guarantees—0
Explainable Deep Reinforcement Learning: State of the Art and Challenges—0
Accelerating Fair Federated Learning: Adaptive Federated Adam—0
Practical Adversarial Attacks Against AI-Driven Power Allocation in a Distributed MIMO Network—0
From Pseudorandomness to Multi-Group Fairness and Back—0
Bayesian Hierarchical Models for Counterfactual Estimation—0
Tier Balancing: Towards Dynamic Fairness over Underlying Causal FactorsCode0
Within-group fairness: A guidance for more sound between-group fairness—0
Causal Inference under Data Restrictions—0
Synthcity: facilitating innovative use cases of synthetic data in different data modalitiesCode2
Enactive Artificial Intelligence: Subverting Gender Norms in Robot-Human Interaction—0
Monotonicity for AI ethics and society: An empirical study of the monotonic neural additive model in criminology, education, health care, and finance—0
Calibrated Data-Dependent Constraints with Exact Satisfaction Guarantees—0
Reinforcement Learning for Protocol Synthesis in Resource-Constrained Wireless Sensor and IoT Networks—0
Knowledge is Power, Understanding is Impact: Utility and Beyond Goals, Explanation Quality, and Fairness in Path Reasoning RecommendationCode1
Fairness and Sequential Decision Making: Limits, Lessons, and Opportunities—0
Fair and skill-diverse student group formation via constrained k-way graph partitioning—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