SOTAVerified

Fairness

Papers

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Showing 2501–2525 of 5676 papers

TitleStatusHype
The Sponge Cake Dilemma over the Nile: Achieving Fairness in Resource Allocation with Cake Cutting Algorithms—0
Towards Deep Learning Models Resistant to Transfer-based Adversarial Attacks via Data-centric Robust Learning—0
When Collaborative Filtering is not Collaborative: Unfairness of PCA for Recommendations—0
A Critical Survey on Fairness Benefits of Explainable AI—0
Efficient Model-Agnostic Multi-Group Equivariant Networks—0
"Im not Racist but...": Discovering Bias in the Internal Knowledge of Large Language Models—0
Path To Gain Functional Transparency In Artificial Intelligence With Meaningful Explainability—0
Identifying and examining machine learning biases on Adult dataset—0
The Impact of Explanations on Fairness in Human-AI Decision-Making: Protected vs Proxy Features—0
Fairness under Covariate Shift: Improving Fairness-Accuracy tradeoff with few Unlabeled Test SamplesCode0
Positivity-free Policy Learning with Observational DataCode0
Mitigating stereotypical biases in text to image generative systems—0
Fair Classifiers that Abstain without Harm—0
On Prediction-Modelers and Decision-Makers: Why Fairness Requires More Than a Fair Prediction Model—0
Unleashing the power of Neural Collapse for Transferability Estimation—0
Mitigating Simplicity Bias in Deep Learning for Improved OOD Generalization and RobustnessCode0
Post-hoc Bias Scoring Is Optimal For Fair ClassificationCode0
Foundation Models Meet Visualizations: Challenges and Opportunities—0
Resolving the Imbalance Issue in Hierarchical Disciplinary Topic Inference via LLM-based Data Augmentation—0
A Review of the Ethics of Artificial Intelligence and its Applications in the United States—0
Interventions Against Machine-Assisted Statistical Discrimination—0
Nash Welfare and Facility Location—0
Fair Feature Importance Scores for Interpreting Tree-Based Methods and Surrogates—0
Multimarginal generative modeling with stochastic interpolants—0
Rethinking Fairness for Human-AI Collaboration—0
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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