SOTAVerified

Fairness

Papers

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Showing 4601–4625 of 5676 papers

TitleStatusHype
Re-imagining Algorithmic Fairness in India and Beyond—0
Through the Data Management Lens: Experimental Analysis and Evaluation of Fair ClassificationCode0
Optimal Pre-Processing to Achieve Fairness and Its Relationship with Total Variation Barycenter—0
Reviving Purpose Limitation and Data Minimisation in Data-Driven Systems—0
Responsible AI Challenges in End-to-end Machine Learning—0
Supervised Transfer Learning at Scale for Medical Imaging—0
Bandwidth Allocation for Multiple Federated Learning Services in Wireless Edge Networks—0
A Tale of Fairness Revisited: Beyond Adversarial Learning for Deep Neural Network Fairness—0
From Learning to Relearning: A Framework for Diminishing Bias in Social Robot Navigation—0
Fairness with Continuous Optimal Transport—0
Characterizing Intersectional Group Fairness with Worst-Case Comparisons—0
On Baselines for Local Feature AttributionsCode0
Fair Training of Decision Tree Classifiers—0
Modeling Disclosive Transparency in NLP Application DescriptionsCode0
Characterizing Fairness Over the Set of Good Models Under Selective LabelsCode0
Attainability and Optimality: The Equalized-Odds Fairness Revisited—0
Approximate Birkhoff-von-Neumann decomposition: a differentiable approach—0
Blind Pareto Fairness and Subgroup Robustness—0
Zero-shot Fairness with Invisible Demographics—0
Counterfactual Fairness through Data Preprocessing—0
A Technical and Normative Investigation of Social Bias Amplification—0
Representation and Bias in Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling—0
Socially Responsible AI Algorithms: Issues, Purposes, and Challenges—0
Fast MNAS: Uncertainty-aware Neural Architecture Search with Lifelong Learning—0
Fair Empirical Risk Minimization via Exponential Rényi Mutual Information—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