SOTAVerified

Fairness

Papers

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Showing 3126–3150 of 5676 papers

TitleStatusHype
Swap Agnostic Learning, or Characterizing Omniprediction via Multicalibration—0
The Possibility of Fairness: Revisiting the Impossibility Theorem in Practice—0
On Comparing Fair Classifiers under Data BiasCode0
A Human-Centered Review of Algorithms in Decision-Making in Higher Education—0
Multi-dimensional discrimination in Law and Machine Learning -- A comparative overview—0
Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play—0
Fair Enough: Standardizing Evaluation and Model Selection for Fairness Research in NLPCode0
Fairness-aware Multi-view ClusteringCode0
A Systematic Literature Review of Human-Centered, Ethical, and Responsible AI—0
Scaling Vision Transformers to 22 Billion ParametersCode0
On Fairness and Stability: Is Estimator Variance a Friend or a Foe?—0
Designing Fairness in Autonomous Peer-to-peer Energy Trading—0
Towards Fairer and More Efficient Federated Learning via Multidimensional Personalized Edge Models—0
Fairness in Matching under Uncertainty—0
Mitigating Bias in Visual Transformers via Targeted Alignment—0
On Generalized Degree Fairness in Graph Neural NetworksCode0
Machine Learning for Synthetic Data Generation: A Review—0
On the Richness of Calibration—0
To Be Forgotten or To Be Fair: Unveiling Fairness Implications of Machine Unlearning Methods—0
A conceptual model for leaving the data-centric approach in machine learning—0
Robustness Implies Fairness in Causal Algorithmic RecourseCode0
From Utilitarian to Rawlsian Designs for Algorithmic Fairness—0
Ethical Considerations for Responsible Data CurationCode0
An Empirical Analysis of Fairness Notions under Differential Privacy—0
Fair Minimum Representation Clustering—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