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Fairness

Papers

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Showing 801–850 of 5676 papers

TitleStatusHype
Enhancing Model Robustness and Fairness with Causality: A Regularization ApproachCode0
Enhanced SPS Velocity-adaptive Scheme: Access Fairness in 5G NR V2I NetworksCode0
An explainable three dimension framework to uncover learning patterns: A unified look in variable sulci recognitionCode0
Beyond Models! Explainable Data Valuation and Metric Adaption for RecommendationCode0
Enhancing Fairness in Unsupervised Graph Anomaly Detection through DisentanglementCode0
Beyond Parity: Fairness Objectives for Collaborative FilteringCode0
Impossibility theorems involving weakenings of expansion consistency and resoluteness in votingCode0
Algorithmic Fairness Verification with Graphical ModelsCode0
Automated Directed Fairness TestingCode0
Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under SufficiencyCode0
Fair Multiple Decision Making Through Soft InterventionsCode0
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture SearchCode0
Fairness-Accuracy Trade-Offs: A Causal PerspectiveCode0
Fairness and Accuracy under Domain GeneralizationCode0
Enhancing Fairness of Visual Attribute PredictorsCode0
Fairness and/or Privacy on Social GraphsCode0
A Distributed Fair Machine Learning Framework with Private Demographic Data ProtectionCode0
Fairness and Robustness in Invariant Learning: A Case Study in Toxicity ClassificationCode0
Fairness-aware Configuration of Machine Learning LibrariesCode0
Algorithmic Fairness Generalization under Covariate and Dependence Shifts SimultaneouslyCode0
Enhancing the Accuracy and Fairness of Human Decision MakingCode0
Automated Bias Assessment in AI-Generated Educational Content Using CEAT FrameworkCode0
Embracing Fairness in Consumer Electricity Markets using an Automatic Market MakerCode0
Fairness-Aware Neural Réyni Minimization for Continuous FeaturesCode0
An Algorithmic Framework for Fairness ElicitationCode0
Bias-Aware Agent: Enhancing Fairness in AI-Driven Knowledge RetrievalCode0
Verifying Tree Ensembles by Reasoning about Potential InstancesCode0
Adjusting for Bias with Procedural DataCode0
Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering SystemsCode0
Bias Disparity in Collaborative Recommendation: Algorithmic Evaluation and ComparisonCode0
EiX-GNN : Concept-level eigencentrality explainer for graph neural networksCode0
Certified Defense on the Fairness of Graph Neural NetworksCode0
Auto-Arena: Automating LLM Evaluations with Agent Peer Battles and Committee DiscussionsCode0
AI-driven Prices for Externalities and Sustainability in Production MarketsCode0
An Empirical Study of Gendered Stereotypes in Emotional Attributes for Bangla in Multilingual Large Language ModelsCode0
Fair Resource Allocation in Federated LearningCode0
Empirical Risk Minimization under Fairness ConstraintsCode0
Fairness in Forecasting of Observations of Linear Dynamical SystemsCode0
Efficient Estimation of Shortest-Path Distance Distributions to Samples in GraphsCode0
BiasGuard: Guardrailing Fairness in Machine Learning Production SystemsCode0
An Empirical Study of Rich Subgroup Fairness for Machine LearningCode0
A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer ProblemsCode0
Fairness Is Not Enough: Auditing Competence and Intersectional Bias in AI-powered Resume ScreeningCode0
A Unifying Perspective on Multi-Calibration: Game Dynamics for Multi-Objective LearningCode0
Fairness Improvement with Multiple Protected Attributes: How Far Are We?Code0
Addictive Auctions: using lucky-draw and gambling addiction to increase participation during auctioningCode0
Policy Learning with Observational DataCode0
Fairness of Exposure in Online Restless Multi-armed BanditsCode0
A Brief Tutorial on Sample Size Calculations for Fairness AuditsCode0
Equalized odds postprocessing under imperfect group informationCode0
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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