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Fairness

Papers

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Showing 4501–4550 of 5676 papers

TitleStatusHype
Gender Biases in Automatic Evaluation Metrics for Image CaptioningCode0
Embracing Fairness in Consumer Electricity Markets using an Automatic Market MakerCode0
POTs: Protective Optimization TechnologiesCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
Gender Bias in Explainability: Investigating Performance Disparity in Post-hoc MethodsCode0
Adversarial Inter-Group Link Injection Degrades the Fairness of Graph Neural NetworksCode0
Empirical Risk Minimization under Fairness ConstraintsCode0
X-ray Made Simple: Lay Radiology Report Generation and Robust EvaluationCode0
Metrics for Dataset Demographic Bias: A Case Study on Facial Expression RecognitionCode0
Metrizing FairnessCode0
Classification with abstention but without disparitiesCode0
"Thy algorithm shalt not bear false witness": An Evaluation of Multiclass Debiasing Methods on Word EmbeddingsCode0
Endowing Pre-trained Graph Models with Provable FairnessCode0
Power of Explanations: Towards automatic debiasing in hate speech detectionCode0
Scalable and Provably Fair Exposure Control for Large-Scale Recommender SystemsCode0
Wireless Link Scheduling with State-Augmented Graph Neural NetworksCode0
Balancing Fairness and Accuracy in Sentiment Detection using Multiple Black Box ModelsCode0
Tier Balancing: Towards Dynamic Fairness over Underlying Causal FactorsCode0
General Frameworks for Conditional Two-Sample TestingCode0
Generalizable Learning Reconstruction for Accelerating MR Imaging via Federated Neural Architecture SearchCode0
Towards Procedural Fairness: Uncovering Biases in How a Toxic Language Classifier Uses Sentiment InformationCode0
Generalized Demographic Parity for Group FairnessCode0
Generalized Disparate Impact for Configurable Fairness Solutions in MLCode0
Minimax AUC Fairness: Efficient Algorithm with Provable ConvergenceCode0
Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under SufficiencyCode0
Addressing Fairness, Bias and Class Imbalance in Machine Learning: the FBI-lossCode0
PraFFL: A Preference-Aware Scheme in Fair Federated LearningCode0
Enhanced SPS Velocity-adaptive Scheme: Access Fairness in 5G NR V2I NetworksCode0
Minimax Optimal Fair Classification with Bounded Demographic DisparityCode0
Balancing Efficiency and Fairness in On-Demand RidesourcingCode0
Mining bias-target Alignment from Voronoi CellsCode0
Pragmatic Fairness: Developing Policies with Outcome Disparity ControlCode0
Classification Under Misspecification: Halfspaces, Generalized Linear Models, and Connections to EvolvabilityCode0
Misinformation Resilient Search Rankings with Webgraph-based InterventionsCode0
Precarity: Modeling the Long Term Effects of Compounded Decisions on Individual InstabilityCode0
Scalable Fair ClusteringCode0
Enhancing Fairness in Unsupervised Graph Anomaly Detection through DisentanglementCode0
Enhancing Fairness of Visual Attribute PredictorsCode0
Aligning (Medical) LLMs for (Counterfactual) FairnessCode0
Mitigating Algorithmic Bias with Limited AnnotationsCode0
Generative InterpretationCode0
Enhancing Group Fairness in Online Settings Using Oblique Decision ForestsCode0
Towards providing reliable job completion time predictions using PCSCode0
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation SystemsCode0
Algorithms and Learning for Fair Portfolio DesignCode0
CLAIM: An Intent-Driven Multi-Agent Framework for Analyzing Manipulation in Courtroom DialoguesCode0
Enhancing Model Robustness and Fairness with Causality: A Regularization ApproachCode0
Scalable Robust Kidney ExchangeCode0
Enhancing New-item Fairness in Dynamic Recommender SystemsCode0
Scalable Spectral Clustering with Group Fairness ConstraintsCode0
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All datasetsBAF – BaseBAF – Variant IBAF – Variant IIBAF – Variant IIIBAF – Variant IVBAF – Variant VDiveFaceMORPHUTKFace

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