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Fairness

Papers

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Showing 5051–5100 of 5676 papers

TitleStatusHype
fairmodels: A Flexible Tool For Bias Detection, Visualization, And MitigationCode0
On ADMM in Heterogeneous Federated Learning: Personalization, Robustness, and FairnessCode0
Interpretable and Fair Mechanisms for Abstaining ClassifiersCode0
On Adversarial Bias and the Robustness of Fair Machine LearningCode0
Towards Effective Discrimination Testing for Generative AICode0
On Baselines for Local Feature AttributionsCode0
Randomized Kaczmarz Algorithm for Massive MIMO Systems with Channel Estimation and Spatial CorrelationCode0
Uplift modeling with continuous treatments: A predict-then-optimize approachCode0
Fair Multiple Decision Making Through Soft InterventionsCode0
Standardized Interpretable Fairness Measures for Continuous Risk ScoresCode0
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture SearchCode0
Fair Near Neighbor Search: Independent Range Sampling in High DimensionsCode0
Towards Engineering Fair and Equitable Software Systems for Managing Low-Altitude Airspace AuthorizationsCode0
Fairness-Accuracy Trade-Offs: A Causal PerspectiveCode0
Tuning Fairness by Balancing Target LabelsCode0
Interpretable Machine Learning for Survival AnalysisCode0
On Causally Disentangled RepresentationsCode0
Calibrate to InterpretCode0
Interpret the Internal States of Recommendation Model with Sparse AutoencoderCode0
Fairness and Accuracy under Domain GeneralizationCode0
Fairness and bias correction in machine learning for depression prediction: results from four study populationsCode0
On the Problem of Underranking in Group-Fair RankingCode0
Uncovering Bias in Foundation Models: Impact, Testing, Harm, and MitigationCode0
On-Demand Sampling: Learning Optimally from Multiple DistributionsCode0
Intersectionality: Multiple Group Fairness in Expectation ConstraintsCode0
Intersectional Two-sided Fairness in RecommendationCode0
Intersectional Unfairness DiscoveryCode0
Ranking with Fairness ConstraintsCode0
Ranking with Long-Term ConstraintsCode0
Fairness and Diversity in Recommender Systems: A SurveyCode0
In the Name of Fairness: Assessing the Bias in Clinical Record De-identificationCode0
Attraction-Repulsion clustering with applications to fairnessCode0
Fairness and Explainability: Bridging the Gap Towards Fair Model ExplanationsCode0
Urinary Tract Infection Detection in Digital Remote Monitoring: Strategies for Managing Participant-Specific Prediction ComplexityCode0
One Fits All: Learning Fair Graph Neural Networks for Various Sensitive AttributesCode0
Fairness and Missing ValuesCode0
Fairness and/or Privacy on Social GraphsCode0
The Impact of Data Distribution on Fairness and Robustness in Federated LearningCode0
Introducing the Expohedron for Efficient Pareto-optimal Fairness-Utility Amortizations in Repeated RankingsCode0
Fairness and Privacy in Federated Learning and Their Implications in HealthcareCode0
One Language, Many Gaps: Evaluating Dialect Fairness and Robustness of Large Language Models in Reasoning TasksCode0
Spatial Deep Learning for Wireless SchedulingCode0
Trained Models Tell Us How to Make Them Robust to Spurious Correlation without Group AnnotationCode0
Investigating Bias with a Synthetic Data Generator: Empirical Evidence and Philosophical InterpretationCode0
Fairness and Robustness in Invariant Learning: A Case Study in Toxicity ClassificationCode0
CalibraEval: Calibrating Prediction Distribution to Mitigate Selection Bias in LLMs-as-JudgesCode0
Evaluating Robustness of Counterfactual ExplanationsCode0
Achieving Counterfactual Fairness for Anomaly DetectionCode0
Rawlsian AssignmentsCode0
The Impact of Differential Privacy on Group Disparity MitigationCode0
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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