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Fairness

Papers

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Showing 1151–1200 of 5676 papers

TitleStatusHype
Peer-induced Fairness: A Causal Approach for Algorithmic Fairness AuditingCode0
Evaluating Fairness in Argument RetrievalCode0
A Stochastic Optimization Framework for Private and Fair Learning From Decentralized DataCode0
Weak Proxies are Sufficient and Preferable for Fairness with Missing Sensitive AttributesCode0
A Human-in-the-Loop Fairness-Aware Model Selection Framework for Complex Fairness Objective LandscapesCode0
Consistent Multiclass Algorithms for Complex Metrics and ConstraintsCode0
Evaluating the Fairness of the MIMIC-IV Dataset and a Baseline Algorithm: Application to the ICU Length of Stay PredictionCode0
Evaluation Measures of Individual Item Fairness for Recommender Systems: A Critical StudyCode0
Enhancing Group Fairness in Online Settings Using Oblique Decision ForestsCode0
Enhancing New-item Fairness in Dynamic Recommender SystemsCode0
Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under SufficiencyCode0
Endowing Pre-trained Graph Models with Provable FairnessCode0
Constructing a Psychometric Testbed for Fair Natural Language ProcessingCode0
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AICode0
Enhanced SPS Velocity-adaptive Scheme: Access Fairness in 5G NR V2I NetworksCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
Embracing Fairness in Consumer Electricity Markets using an Automatic Market MakerCode0
Exploiting Biased Models to De-bias Text: A Gender-Fair Rewriting ModelCode0
Exploring Multilingual Text Data DistillationCode0
Exploring Neural Joint Activity in Spiking Neural Networks for Fraud DetectionCode0
Empirical Risk Minimization under Fairness ConstraintsCode0
AI-based artistic representation of emotions from EEG signals: a discussion on fairness, inclusion, and aestheticsCode0
Exploring the Impact of Temporal Bias in Point-of-Interest RecommendationCode0
Enhancing Fairness in Unsupervised Graph Anomaly Detection through DisentanglementCode0
Enhancing Robust Fairness via Confusional Spectral RegularizationCode0
Facets of Disparate Impact: Evaluating Legally Consistent Bias in Machine LearningCode0
FaceX: Understanding Face Attribute Classifiers through Summary Model ExplanationsCode0
FACROC: a fairness measure for FAir Clustering through ROC curvesCode0
An Algorithmic Framework for Fairness ElicitationCode0
Assessing instructor-AI cooperation for grading essay-type questions in an introductory sociology courseCode0
Certified Defense on the Fairness of Graph Neural NetworksCode0
Fair Active LearningCode0
Comprehensive Fair Meta-learned Recommender SystemCode0
Policy Learning with Observational DataCode0
Efficient Task-Specific Data Valuation for Nearest Neighbor AlgorithmsCode0
Compositional Fairness Constraints for Graph EmbeddingsCode0
Assessing gender fairness in EEG-based machine learning detection of Parkinson's disease: A multi-center studyCode0
EiX-GNN : Concept-level eigencentrality explainer for graph neural networksCode0
Evaluating Bias and Fairness in Gender-Neutral Pretrained Vision-and-Language ModelsCode0
Fair and Robust Estimation of Heterogeneous Treatment Effects for Policy LearningCode0
Composing Agents to Minimize Worst-case RiskCode0
Fair Augmentation for Graph Collaborative FilteringCode0
Effective Controllable Bias Mitigation for Classification and Retrieval using Gate AdaptersCode0
Equalized odds postprocessing under imperfect group informationCode0
Component-Based Fairness in Face Attribute Classification with Bayesian Network-informed Meta LearningCode0
Fair Classification with Adversarial PerturbationsCode0
A Survey on Bias and Fairness in Machine LearningCode0
Fair Classification with Noisy Protected Attributes: A Framework with Provable GuaranteesCode0
Edge-Colored Clustering in Hypergraphs: Beyond Minimizing Unsatisfied EdgesCode0
EAB-FL: Exacerbating Algorithmic Bias through Model Poisoning Attacks in Federated 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