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Fairness

Papers

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Showing 3101–3150 of 5676 papers

TitleStatusHype
Fairly Predicting Graft Failure in Liver Transplant for Organ Assigning—0
Improving Fairness in Adaptive Social Exergames via Shapley Bandits—0
On (assessing) the fairness of risk score models—0
Measuring Equality in Machine Learning Security Defenses: A Case Study in Speech Recognition—0
Designing Equitable AlgorithmsCode0
The Unbearable Weight of Massive Privilege: Revisiting Bias-Variance Trade-Offs in the Context of Fair Prediction—0
Function Composition in Trustworthy Machine Learning: Implementation Choices, Insights, and Questions—0
Complex QA and language models hybrid architectures, Survey—0
Welfare and Fairness Dynamics in Federated Learning: A Client Selection Perspective—0
Learning with Impartiality to Walk on the Pareto Frontier of Fairness, Privacy, and Utility—0
Towards Fair Machine Learning Software: Understanding and Addressing Model Bias Through Counterfactual Thinking—0
Entity Aware Modelling: A Survey—0
Counterfactual Fair Opportunity: Measuring Decision Model Fairness with Counterfactual Reasoning—0
Fairly Adaptive Negative Sampling for Recommendations—0
Learning Density-Based Correlated Equilibria for Markov GamesCode0
Individual Fairness under Uncertainty—0
Counterfactual Reasoning for Bias Evaluation and Detection in a Fairness under Unawareness settingCode0
Preventing Discriminatory Decision-making in Evolving Data Streams—0
Group Fairness with Uncertainty in Sensitive Attributes—0
Towards Reliable Assessments of Demographic Disparities in Multi-Label Image Classifiers—0
Evaluating Trade-offs in Computer Vision Between Attribute Privacy, Fairness and Utility—0
When mitigating bias is unfair: multiplicity and arbitrariness in algorithmic group fairnessCode0
READIN: A Chinese Multi-Task Benchmark with Realistic and Diverse Input NoisesCode0
Provable Detection of Propagating Sampling Bias in Prediction Models—0
Parameter-efficient Modularised Bias Mitigation via AdapterFusionCode0
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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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