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Fairness

Papers

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Showing 3951–4000 of 5676 papers

TitleStatusHype
Fair Wrapping for Black-box PredictionsCode0
Learning Fair Representations via Rate-Distortion MaximizationCode0
Fair ranking: a critical review, challenges, and future directions—0
FairEGM: Fair Link Prediction and Recommendation via Emulated Graph Modification—0
Promises and Challenges of Causality for Ethical Machine Learning—0
An Algorithmic Framework for Bias Bounties—0
Rate-Splitting Multiple Access for Multi-Antenna Joint Radar and Communications with Partial CSIT: Precoder Optimization and Link-Level Simulations—0
Are Commercial Face Detection Models as Biased as Academic Models?—0
Learning Resource Allocation Policies from Observational Data with an Application to Homeless Services Delivery—0
Post-processing of Differentially Private Data: A Fairness Perspective—0
Towards Multi-Objective Statistically Fair Federated Learning—0
α-Fairness User Pairing for Downlink NOMA Systems with Imperfect Successive Interference Cancellation—0
Can Model Compression Improve NLP Fairness—0
Fair Node Representation Learning via Adaptive Data Augmentation—0
Minimax Demographic Group Fairness in Federated Learning—0
Potential sources of dataset bias complicate investigation of underdiagnosis by machine learning algorithms—0
On Dyadic Fairness: Exploring and Mitigating Bias in Graph Connections—0
Fairness in Federated Learning for Spatial-Temporal Applications—0
Fair Group-Shared Representations with Normalizing Flows—0
Are Pretrained Multilingual Models Equally Fair Across Languages?—0
Towards Equal Opportunity Fairness through Adversarial Learning—0
Rawlsian Fairness in Online Bipartite Matching: Two-sided, Group, and Individual—0
Improving Fairness without Demographic by Lagged Dynamic Grouping—0
Privacy, Interpretability, and Fairness in the Multilingual Space—0
FairIF: Boosting Fairness in Deep Learning via Influence Functions with Validation Set Sensitive Attributes—0
Power Control for Multigroup Multicast Cell-Free Massive MIMO Downlink—0
The Fairness Field Guide: Perspectives from Social and Formal Sciences—0
Blackbox Post-Processing for Multiclass FairnessCode0
Fighting Money Laundering with Statistics and Machine Learning—0
Information-Theoretic Bias Reduction via Causal View of Spurious Correlation—0
FairEdit: Preserving Fairness in Graph Neural Networks through Greedy Graph EditingCode0
Fairness Score and Process Standardization: Framework for Fairness Certification in Artificial Intelligence Systems—0
A Fair and Efficient Hybrid Federated Learning Framework based on XGBoost for Distributed Power Prediction—0
Fair and efficient contribution valuation for vertical federated learning—0
The Effect of Model Compression on Fairness in Facial Expression Recognition—0
Parity-based Cumulative Fairness-aware Boosting—0
Fair Data Representation for Machine Learning at the Pareto FrontierCode0
Toward Pareto Efficient Fairness-Utility Trade-off inRecommendation through Reinforcement Learning—0
BARACK: Partially Supervised Group Robustness With Guarantees—0
Self Reward Design with Fine-grained InterpretabilityCode0
Explainability Is in the Mind of the Beholder: Establishing the Foundations of Explainable Artificial Intelligence—0
EiFFFeL: Enforcing Fairness in Forests by Flipping Leaves—0
Private Private Information—0
Socially-Optimal Mechanism Design for Incentivized Online Learning—0
Online Allocation Problem with Two-sided Resource Constraints—0
NeuronFair: Interpretable White-Box Fairness Testing through Biased Neuron IdentificationCode0
Forward Composition Propagation for Explainable Neural ReasoningCode0
Modeling Implicit Bias with Fuzzy Cognitive MapsCode0
Simple and near-optimal algorithms for hidden stratification and multi-group learning—0
Testing Relative Fairness in Human Decisions With Machine 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