SOTAVerified

Fairness

Papers

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Showing 3101–3150 of 5676 papers

TitleStatusHype
FairBranch: Mitigating Bias Transfer in Fair Multi-task Learning—0
FairCanary: Rapid Continuous Explainable Fairness—0
Fair-Capacitated Clustering—0
Fair Causal Feature Selection—0
Fair-CDA: Continuous and Directional Augmentation for Group Fairness—0
Fair Classification and Social Welfare—0
Fair Classification via Transformer Neural Networks: Case Study of an Educational Domain—0
Fair Classification via Unconstrained Optimization—0
Fair Classifiers that Abstain without Harm—0
Fair Class-Incremental Learning using Sample Weighting—0
FairCLIP: Social Bias Elimination based on Attribute Prototype Learning and Representation Neutralization—0
Fair Clustering: Critique, Caveats, and Future Directions—0
Fair Clustering for Data Summarization: Improved Approximation Algorithms and Complexity Insights—0
Fair Clustering Under a Bounded Cost—0
Fair Clustering Using Antidote Data—0
Fair Clustering via Alignment—0
Fair clustering via equitable group representations—0
Fair Clustering via Hierarchical Fair-Dirichlet Process—0
FairCompass: Operationalising Fairness in Machine Learning—0
Fair Compensation—0
Fair Computation Offloading for RSMA-Assisted Mobile Edge Computing Networks—0
FairComp: Workshop on Fairness and Robustness in Machine Learning for Ubiquitous Computing—0
Fair Concurrent Training of Multiple Models in Federated Learning—0
Fair Contextual Multi-Armed Bandits: Theory and Experiments—0
Fair Contracts in Principal-Agent Games with Heterogeneous Types—0
Fair Correlation Clustering—0
Fair Correlation Clustering in Forests—0
Fair CoVariance Neural Networks—0
Fair Data Adaptation with Quantile Preservation—0
FADE: Towards Fairness-aware Augmentation for Domain Generalization via Classifier-Guided Score-based Diffusion Models—0
Causal Feature Selection for Algorithmic Fairness—0
FairDD: Enhancing Fairness with domain-incremental learning in dermatological disease diagnosis—0
FairDD: Fair Dataset Distillation via Synchronized Matching—0
Fair Decision-Making for Food Inspections—0
Fair Decision-making Under Uncertainty—0
Fair Decision Rules for Binary Classification—0
FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication—0
Fair Diagnosis: Leveraging Causal Modeling to Mitigate Medical Bias—0
FairDICE: Fairness-Driven Offline Multi-Objective Reinforcement Learning—0
Fair Differentially Private Federated Learning Framework—0
Fair Differential Privacy Can Mitigate the Disparate Impact on Model Accuracy—0
Fair Disaster Containment via Graph-Cut Problems—0
Fair Distillation: Teaching Fairness from Biased Teachers in Medical Imaging—0
Fair Distributed Cooperative Bandit Learning on Networks for Intelligent Internet of Things Systems (Technical Report)—0
Fair Division Under Cardinality Constraints—0
Fair Division Without Disparate Impact—0
FairDP: Certified Fairness with Differential Privacy—0
Fair Dynamic Spectrum Access via Fully Decentralized Multi-Agent Reinforcement Learning—0
FAIREDU: A Multiple Regression-Based Method for Enhancing Fairness in Machine Learning Models for Educational Applications—0
FairEHR-CLP: Towards Fairness-Aware Clinical Predictions with Contrastive Learning in Multimodal Electronic Health Records—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