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Fairness

Papers

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Showing 5151–5200 of 5676 papers

TitleStatusHype
Transferring Fairness under Distribution Shifts via Fair Consistency RegularizationCode0
Towards Fair and Privacy-Preserving Federated Deep ModelsCode0
Debiasing Deep Chest X-Ray Classifiers using Intra- and Post-processing MethodsCode0
Towards Fair and Efficient Learning-based Congestion ControlCode0
Joint Evaluation of Fairness and Relevance in Recommender Systems with Pareto FrontierCode0
Joint Multisided Exposure Fairness for RecommendationCode0
Boosting Fair Classifier Generalization through Adaptive Priority ReweighingCode0
When Fair Ranking Meets Uncertain InferenceCode0
Statistical Equity: A Fairness Classification ObjectiveCode0
Reconciling Predictive Multiplicity in PracticeCode0
The Initial Screening Order ProblemCode0
Fairness-Aware Streaming Feature Selection with Causal GraphsCode0
Fairness-Aware Structured Pruning in TransformersCode0
User-item fairness tradeoffs in recommendationsCode0
Statistical Impossibility and Possibility of Aligning LLMs with Human Preferences: From Condorcet Paradox to Nash EquilibriumCode0
Fairness-aware Vision Transformer via Debiased Self-AttentionCode0
Bridging the Generalisation Gap: Synthetic Data Generation for Multi-Site Clinical Model ValidationCode0
Judging the Judges: A Systematic Study of Position Bias in LLM-as-a-JudgeCode0
An Intersectional Definition of FairnessCode0
De-biasing "bias" measurementCode0
A Generic Framework for Conformal FairnessCode0
Understanding and Mitigating the Effect of Outliers in Fair RankingCode0
Differential Privacy has Bounded Impact on Fairness in ClassificationCode0
Justicia: A Stochastic SAT Approach to Formally Verify FairnessCode0
Justified Evidence Collection for Argument-based AI Fairness AssuranceCode0
Statistical inference for individual fairnessCode0
A New Perspective to Boost Performance Fairness for Medical Federated LearningCode0
Understanding Biases in ChatGPT-based Recommender Systems: Provider Fairness, Temporal Stability, and RecencyCode0
DeBayes: a Bayesian Method for Debiasing Network EmbeddingsCode0
The KL-Divergence between a Graph Model and its Fair I-Projection as a Fairness RegularizerCode0
Bridging the Gap: Protocol Towards Fair and Consistent Affect AnalysisCode0
DEAN: Deactivating the Coupled Neurons to Mitigate Fairness-Privacy Conflicts in Large Language ModelsCode0
When is Multicalibration Post-Processing Necessary?Code0
When mitigating bias is unfair: multiplicity and arbitrariness in algorithmic group fairnessCode0
On Structural Explanation of Bias in Graph Neural NetworksCode0
On Comparing Fair Classifiers under Data BiasCode0
Fairness-Enhancing Ensemble Classification in Water Distribution NetworksCode0
Reducing Popularity Bias in Recommender Systems through AUC-Optimal Negative SamplingCode0
StereoKG: Data-Driven Knowledge Graph Construction for Cultural Knowledge and StereotypesCode0
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task LearningCode0
DCAST: Diverse Class-Aware Self-Training Mitigates Selection Bias for Fairer LearningCode0
Addressing multiple metrics of group fairness in data-driven decision makingCode0
KL Divergence Estimation with Multi-group AttributionCode0
An explainable three dimension framework to uncover learning patterns: A unified look in variable sulci recognitionCode0
Still More Shades of Null: An Evaluation Suite for Responsible Missing Value ImputationCode0
What Hides behind Unfairness? Exploring Dynamics Fairness in Reinforcement LearningCode0
A New Notion of Individually Fair Clustering: α-Equitable k-CenterCode0
Transport-based Counterfactual ModelsCode0
Data Stream Sampling with Fuzzy Task Boundaries and Noisy LabelsCode0
Bridging Jensen Gap for Max-Min Group Fairness Optimization in RecommendationCode0
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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