SOTAVerified

Fairness

Papers

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Showing 4276–4300 of 5676 papers

TitleStatusHype
An Empirical Study of Modular Bias Mitigators and Ensembles—0
Explainable Prediction of Text Complexity: The Missing Preliminaries for Text Simplification—0
An Empirical Study on the Fairness of Foundation Models for Multi-Organ Image Segmentation—0
An Empirical Study on the Fairness of Pre-trained Word Embeddings—0
An Epistemic Approach to the Formal Specification of Statistical Machine Learning—0
A neural anisotropic view of underspecification in deep learning—0
FNNC: Achieving Fairness through Neural Networks—0
A New Approach to Fair Distribution of Welfare—0
A new framework for prognostics in decentralized industries: Enhancing fairness, security, and transparency through Blockchain and Federated Learning—0
A new look at fairness in stochastic multi-armed bandit problems—0
A New Paradigm for Counterfactual Reasoning in Fairness and Recourse—0
An Examination of Fairness of AI Models for Deepfake Detection—0
An example of prediction which complies with Demographic Parity and equalizes group-wise risks in the context of regression—0
An experimental study on fairness-aware machine learning for credit scoring problem—0
An ExplainableFair Framework for Prediction of Substance Use Disorder Treatment Completion—0
An Exploration of Multicalibration Uniform Convergence Bounds—0
An Information-Flow Perspective on Algorithmic Fairness—0
Is There a Trade-Off Between Fairness and Accuracy? A Perspective Using Mismatched Hypothesis Testing—0
An Introduction to Artificial Intelligence and Solutions to the Problems of Algorithmic Discrimination—0
An Introduction to Machine Unlearning—0
An investigation of structures responsible for gender bias in BERT and DistilBERT—0
An Operational Perspective to Fairness Interventions: Where and How to Intervene—0
A note on the Diversity Owen values—0
A Notion of Individual Fairness for Clustering—0
A Novel Approach to Fairness in Automated Decision-Making using Affective Normalization—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