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Fairness

Papers

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Showing 501–550 of 5676 papers

TitleStatusHype
Evaluating the Fairness of Discriminative Foundation Models in Computer VisionCode0
Evaluating the fairness of task-adaptive pretraining on unlabeled test data before few-shot text classificationCode0
EqGNN: Equalized Node Opportunity in GraphsCode0
Entity-Switched Datasets: An Approach to Auditing the In-Domain Robustness of Named Entity Recognition ModelsCode0
Federated Learning with Convex Global and Local ConstraintsCode0
Equal Confusion Fairness: Measuring Group-Based Disparities in Automated Decision SystemsCode0
A Fair Loss Function for Network PruningCode0
A Primal-Dual Subgradient Approachfor Fair Meta LearningCode0
Are Pretrained Multilingual Models Equally Fair Across Languages?Code0
A Reproducibility Study of Product-side Fairness in Bundle RecommendationCode0
Enrolment-based personalisation for improving individual-level fairness in speech emotion recognitionCode0
HumaniBench: A Human-Centric Framework for Large Multimodal Models EvaluationCode0
Enhancing the Accuracy and Fairness of Human Decision MakingCode0
Ensuring Fairness Beyond the Training DataCode0
Equal Experience in Recommender SystemsCode0
Explaining Explanations: An Overview of Interpretability of Machine LearningCode0
A Preliminary Study of ChatGPT on News Recommendation: Personalization, Provider Fairness, Fake NewsCode0
Enhancing Fairness of Visual Attribute PredictorsCode0
Enhancing Group Fairness in Online Settings Using Oblique Decision ForestsCode0
A Fair Empirical Risk Minimization with Generalized EntropyCode0
Approximating Discrimination Within Models When Faced With Several Non-Binary Sensitive AttributesCode0
Enhancing Fairness in Unsupervised Graph Anomaly Detection through DisentanglementCode0
Endowing Pre-trained Graph Models with Provable FairnessCode0
Empirical Risk Minimization under Fairness ConstraintsCode0
Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under SufficiencyCode0
Embracing Fairness in Consumer Electricity Markets using an Automatic Market MakerCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
Enhanced SPS Velocity-adaptive Scheme: Access Fairness in 5G NR V2I NetworksCode0
Enhancing Model Robustness and Fairness with Causality: A Regularization ApproachCode0
Certified Defense on the Fairness of Graph Neural NetworksCode0
Efficient Task-Specific Data Valuation for Nearest Neighbor AlgorithmsCode0
EiX-GNN : Concept-level eigencentrality explainer for graph neural networksCode0
An Algorithmic Framework for Fairness ElicitationCode0
Finding Counterfactual Evidences for Node ClassificationCode0
A Personalized Framework for Consumer and Producer Group Fairness Optimization in Recommender SystemsCode0
Efficient Estimation of Shortest-Path Distance Distributions to Samples in GraphsCode0
Policy Learning with Observational DataCode0
Enhancing New-item Fairness in Dynamic Recommender SystemsCode0
Edge-Colored Clustering in Hypergraphs: Beyond Minimizing Unsatisfied EdgesCode0
A Comprehensive Empirical Study of Bias Mitigation Methods for Machine Learning ClassifiersCode0
Effective Controllable Bias Mitigation for Classification and Retrieval using Gate AdaptersCode0
Towards Energy-Aware Federated Learning on Battery-Powered ClientsCode0
Equalized odds postprocessing under imperfect group informationCode0
AequeVox: Automated Fairness Testing of Speech Recognition SystemsCode0
EAB-FL: Exacerbating Algorithmic Bias through Model Poisoning Attacks in Federated LearningCode0
Don't Throw it Away! The Utility of Unlabeled Data in Fair Decision MakingCode0
Domain Adaptive Decision Trees: Implications for Accuracy and FairnessCode0
Do the Machine Learning Models on a Crowd Sourced Platform Exhibit Bias? An Empirical Study on Model FairnessCode0
A Study of Implicit Ranking Unfairness in Large Language ModelsCode0
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation SystemsCode0
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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