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Fairness

Papers

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Showing 2101–2125 of 5676 papers

TitleStatusHype
Procedural Fairness Through Decoupling Objectionable Data Generating ComponentsCode0
Certified Defense on the Fairness of Graph Neural NetworksCode0
Multi-objective Reinforcement Learning with Nonlinear Preferences: Provable Approximation for Maximizing Expected Scalarized Return—0
LLMs grasp morality in concept—0
FairSeg: A Large-Scale Medical Image Segmentation Dataset for Fairness Learning Using Segment Anything Model with Fair Error-Bound ScalingCode1
Post Turing: Mapping the landscape of LLM Evaluation—0
Multi-EuP: The Multilingual European Parliament Dataset for Analysis of Bias in Information RetrievalCode0
Improving Fairness using Vision-Language Driven Image AugmentationCode0
Evaluation Measures of Individual Item Fairness for Recommender Systems: A Critical StudyCode0
Responsible Emergent Multi-Agent Behavior—0
Better Fair than Sorry: Adversarial Missing Data Imputation for Fair GNNs—0
Dynamic Fair Federated Learning Based on Reinforcement Learning—0
Caseformer: Pre-training for Legal Case Retrieval Based on Inter-Case DistinctionsCode0
FAIRLABEL: Correcting Bias in Labels—0
On the Opportunities of Green Computing: A Survey—0
Probing Explicit and Implicit Gender Bias through LLM Conditional Text Generation—0
Noise Correction on Subjective Datasets—0
FairWASP: Fast and Optimal Fair Wasserstein Pre-processing—0
Parametric Fairness with Statistical Guarantees—0
Causal Context Connects Counterfactual Fairness to Robust Prediction and Group FairnessCode0
Causal Fair Metric: Bridging Causality, Individual Fairness, and Adversarial Robustness—0
Test Suites Task: Evaluation of Gender Fairness in MT with MuST-SHE and INES—0
On Measuring Fairness in Generative Models—0
Towards Practical Non-Adversarial Distribution Matching—0
Unmasking Bias in AI: A Systematic Review of Bias Detection and Mitigation Strategies in Electronic Health Record-based Models—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