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Fairness

Papers

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Showing 4851–4900 of 5676 papers

TitleStatusHype
The effect of differential victim crime reporting on predictive policing systemsCode0
Improved Approximation for Fair Correlation ClusteringCode0
Improving Adversarial Robust Fairness via Anti-Bias Soft Label DistillationCode0
Prototype Based Classification from Hierarchy to FairnessCode0
Multi-Target Multiplicity: Flexibility and Fairness in Target Specification under Resource ConstraintsCode0
Fair Classification with Adversarial PerturbationsCode0
Fair Classification with Group-Dependent Label NoiseCode0
Fair Classification with Noisy Protected Attributes: A Framework with Provable GuaranteesCode0
Fair Classification with Partial Feedback: An Exploration-Based Data Collection ApproachCode0
Fair Decisions Despite Imperfect PredictionsCode0
Fairness Without Harm: An Influence-Guided Active Sampling ApproachCode0
Multitask Learning Can Improve Worst-Group OutcomesCode0
Differentially Private Random Feature ModelCode0
The Effect of Heterogeneous Data for Alzheimer's Disease Detection from SpeechCode0
Fair Clustering: A Causal PerspectiveCode0
Simulating counterfactualsCode0
Fairness under Covariate Shift: Improving Fairness-Accuracy tradeoff with few Unlabeled Test SamplesCode0
Hypergraph Clustering for Finding Diverse and Experienced GroupsCode0
Simulating Training Data Leakage in Multiple-Choice Benchmarks for LLM EvaluationCode0
Simulation-Driven Balancing of Competitive Game Levels with Reinforcement LearningCode0
Multiwinner Voting with Fairness ConstraintsCode0
Caseformer: Pre-training for Legal Case Retrieval Based on Inter-Case DistinctionsCode0
MurTree: Optimal Classification Trees via Dynamic Programming and SearchCode0
FairCoder: Evaluating Social Bias of LLMs in Code GenerationCode0
Improving Fairness in AI Models on Electronic Health Records: The Case for Federated Learning MethodsCode0
A Unifying Perspective on Multi-Calibration: Game Dynamics for Multi-Objective LearningCode0
A Unified Debiasing Approach for Vision-Language Models across Modalities and TasksCode0
Cascaded Debiasing: Studying the Cumulative Effect of Multiple Fairness-Enhancing InterventionsCode0
Auditing for Spatial FairnessCode0
CardiacMamba: A Multimodal RGB-RF Fusion Framework with State Space Models for Remote Physiological MeasurementCode0
Improving Fairness in Image Classification via SketchingCode0
Differentially Private Post-Processing for Fair RegressionCode0
Mitigating Urban-Rural Disparities in Contrastive Representation Learning with Satellite ImageryCode0
Fair Correlation ClusteringCode0
Towards Understanding Fairness and its Composition in Ensemble Machine LearningCode0
Auditing Fairness under Unobserved ConfoundingCode0
Simultaneously Achieving Group Exposure Fairness and Within-Group Meritocracy in Stochastic BanditsCode0
Federated Learning with Convex Global and Local ConstraintsCode0
Nano: Nested Human-in-the-Loop Reward Learning for Few-shot Language Model ControlCode0
Improving fairness in speaker verification via Group-adapted Fusion NetworkCode0
Fair Data Representation for Machine Learning at the Pareto FrontierCode0
Simultaneous Unlearning of Multiple Protected User Attributes From Variational Autoencoder Recommenders Using Adversarial TrainingCode0
Improving Fairness of Automated Chest X-ray Diagnosis by Contrastive LearningCode0
Fair Decentralized LearningCode0
Capturing Perspectives of Crowdsourced Annotators in Subjective Learning TasksCode0
Improving Fairness of Large Language Models in Multi-document SummarizationCode0
Improving Fairness using Vision-Language Driven Image AugmentationCode0
CAPRI-FAIR: Integration of Multi-sided Fairness in Contextual POI Recommendation FrameworkCode0
FairDeFace: Evaluating the Fairness and Adversarial Robustness of Face Obfuscation MethodsCode0
FairDgcl: Fairness-aware Recommendation with Dynamic Graph Contrastive LearningCode0
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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