SOTAVerified

Fairness

Papers

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Showing 2876–2900 of 5676 papers

TitleStatusHype
Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play—0
Fairness-aware Multi-view ClusteringCode0
Fair Enough: Standardizing Evaluation and Model Selection for Fairness Research in NLPCode0
A Systematic Literature Review of Human-Centered, Ethical, and Responsible AI—0
Scaling Vision Transformers to 22 Billion ParametersCode0
Towards Fairer and More Efficient Federated Learning via Multidimensional Personalized Edge Models—0
Designing Fairness in Autonomous Peer-to-peer Energy Trading—0
On Fairness and Stability: Is Estimator Variance a Friend or a Foe?—0
On Generalized Degree Fairness in Graph Neural NetworksCode0
On the Richness of Calibration—0
Machine Learning for Synthetic Data Generation: A Review—0
Fairness in Matching under Uncertainty—0
Mitigating Bias in Visual Transformers via Targeted Alignment—0
Fair Diffusion: Instructing Text-to-Image Generation Models on FairnessCode1
From Utilitarian to Rawlsian Designs for Algorithmic Fairness—0
Robustness Implies Fairness in Causal Algorithmic RecourseCode0
Ethical Considerations for Responsible Data CurationCode0
A conceptual model for leaving the data-centric approach in machine learning—0
To Be Forgotten or To Be Fair: Unveiling Fairness Implications of Machine Unlearning Methods—0
An Empirical Analysis of Fairness Notions under Differential Privacy—0
Divide and Conquer: Towards Better Embedding-based Retrieval for Recommender Systems From a Multi-task Perspective—0
Fair Minimum Representation Clustering—0
The Unfairness of Fair Machine Learning: Levelling down and strict egalitarianism by default—0
Improving Fair Training under Correlation Shifts—0
Fair Spatial Indexing: A paradigm for Group Spatial Fairness—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