| On Dyadic Fairness: Exploring and Mitigating Bias in Graph Connections | Jan 17, 2022 | FairnessLink Prediction | —Unverified | 0 |
| Visual Identification of Problematic Bias in Large Label Spaces | Jan 17, 2022 | Fairness | CodeCode Available | 5 |
| Fair Group-Shared Representations with Normalizing Flows | Jan 17, 2022 | AttributeFairness | —Unverified | 0 |
| Fairness in Federated Learning for Spatial-Temporal Applications | Jan 17, 2022 | FairnessFederated Learning | —Unverified | 0 |
| Towards Equal Opportunity Fairness through Adversarial Learning | Jan 16, 2022 | Fairness | —Unverified | 0 |
| Privacy, Interpretability, and Fairness in the Multilingual Space | Jan 16, 2022 | FairnessRetrieval | —Unverified | 0 |
| Improving Fairness without Demographic by Lagged Dynamic Grouping | Jan 16, 2022 | Fairness | —Unverified | 0 |
| Are Pretrained Multilingual Models Equally Fair Across Languages? | Jan 16, 2022 | Cloze TestFairness | —Unverified | 0 |
| Rawlsian Fairness in Online Bipartite Matching: Two-sided, Group, and Individual | Jan 16, 2022 | FairnessVocal Bursts Valence Prediction | —Unverified | 0 |
| FairIF: Boosting Fairness in Deep Learning via Influence Functions with Validation Set Sensitive Attributes | Jan 15, 2022 | Fairness | —Unverified | 0 |
| The Fairness Field Guide: Perspectives from Social and Formal Sciences | Jan 13, 2022 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Power Control for Multigroup Multicast Cell-Free Massive MIMO Downlink | Jan 13, 2022 | Fairness | —Unverified | 0 |
| Blackbox Post-Processing for Multiclass Fairness | Jan 12, 2022 | BIG-bench Machine LearningBinary Classification | CodeCode Available | 0 |
| Fighting Money Laundering with Statistics and Machine Learning | Jan 11, 2022 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Fairness Score and Process Standardization: Framework for Fairness Certification in Artificial Intelligence Systems | Jan 10, 2022 | Decision MakingFairness | —Unverified | 0 |
| Learning Fair Node Representations with Graph Counterfactual Fairness | Jan 10, 2022 | Attributecounterfactual | CodeCode Available | 1 |
| FairEdit: Preserving Fairness in Graph Neural Networks through Greedy Graph Editing | Jan 10, 2022 | FairnessGraph Representation Learning | CodeCode Available | 0 |
| Information-Theoretic Bias Reduction via Causal View of Spurious Correlation | Jan 10, 2022 | Face RecognitionFairness | —Unverified | 0 |
| A Fair and Efficient Hybrid Federated Learning Framework based on XGBoost for Distributed Power Prediction | Jan 8, 2022 | FairnessFederated Learning | —Unverified | 0 |
| Fair and efficient contribution valuation for vertical federated learning | Jan 7, 2022 | FairnessFederated Learning | —Unverified | 0 |
| AugmentedPCA: A Python Package of Supervised and Adversarial Linear Factor Models | Jan 7, 2022 | Fairness | CodeCode Available | 1 |
| The Effect of Model Compression on Fairness in Facial Expression Recognition | Jan 5, 2022 | Facial Expression RecognitionFacial Expression Recognition (FER) | —Unverified | 0 |
| AutoBalance: Optimized Loss Functions for Imbalanced Data | Jan 4, 2022 | Data AugmentationFairness | CodeCode Available | 1 |
| Parity-based Cumulative Fairness-aware Boosting | Jan 4, 2022 | Fairness | —Unverified | 0 |
| Fair Data Representation for Machine Learning at the Pareto Frontier | Jan 2, 2022 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| Toward Pareto Efficient Fairness-Utility Trade-off inRecommendation through Reinforcement Learning | Jan 1, 2022 | FairnessMulti-Objective Reinforcement Learning | —Unverified | 0 |
| BARACK: Partially Supervised Group Robustness With Guarantees | Dec 31, 2021 | FairnessGeneralization Bounds | —Unverified | 0 |
| Self Reward Design with Fine-grained Interpretability | Dec 30, 2021 | Deep Reinforcement LearningFairness | CodeCode Available | 0 |
| Private Private Information | Dec 29, 2021 | Causal InferenceFairness | —Unverified | 0 |
| EiFFFeL: Enforcing Fairness in Forests by Flipping Leaves | Dec 29, 2021 | Fairness | —Unverified | 0 |
| Socially-Optimal Mechanism Design for Incentivized Online Learning | Dec 29, 2021 | Decision MakingEdge-computing | —Unverified | 0 |
| Explainability Is in the Mind of the Beholder: Establishing the Foundations of Explainable Artificial Intelligence | Dec 29, 2021 | BIG-bench Machine LearningExplainable artificial intelligence | —Unverified | 0 |
| Online Allocation Problem with Two-sided Resource Constraints | Dec 28, 2021 | Decision MakingFairness | —Unverified | 0 |
| Towards Fair Recommendation in Two-Sided Platforms | Dec 26, 2021 | FairnessVocal Bursts Valence Prediction | CodeCode Available | 1 |
| NeuronFair: Interpretable White-Box Fairness Testing through Biased Neuron Identification | Dec 25, 2021 | Fairness | CodeCode Available | 0 |
| Modeling Implicit Bias with Fuzzy Cognitive Maps | Dec 23, 2021 | Fairness | CodeCode Available | 0 |
| Forward Composition Propagation for Explainable Neural Reasoning | Dec 23, 2021 | Bias DetectionFairness | CodeCode Available | 0 |
| Simple and near-optimal algorithms for hidden stratification and multi-group learning | Dec 22, 2021 | Fairness | —Unverified | 0 |
| Testing Relative Fairness in Human Decisions With Machine Learning | Dec 21, 2021 | Decision MakingFairness | CodeCode Available | 0 |
| Understanding and Mitigating the Effect of Outliers in Fair Ranking | Dec 21, 2021 | FairnessOutlier Detection | CodeCode Available | 0 |
| Algorithm Design: A Fairness-Accuracy Frontier | Dec 18, 2021 | Fairness | —Unverified | 0 |
| Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards | Dec 17, 2021 | BIG-bench Machine LearningData Valuation | CodeCode Available | 0 |
| Balancing out Bias: Achieving Fairness Through Balanced Training | Dec 17, 2021 | Fairness | —Unverified | 0 |
| Fair Active Learning: Solving the Labeling Problem in Insurance | Dec 17, 2021 | Active LearningFairness | —Unverified | 0 |
| Interpretable Data-Based Explanations for Fairness Debugging | Dec 17, 2021 | BIG-bench Machine LearningExplainable artificial intelligence | —Unverified | 0 |
| Personalized On-Device E-health Analytics with Decentralized Block Coordinate Descent | Dec 17, 2021 | BenchmarkingDiagnostic | —Unverified | 0 |
| There is an elephant in the room: Towards a critique on the use of fairness in biometrics | Dec 16, 2021 | Fairness | —Unverified | 0 |
| Improving Ethical Outcomes with Machine-in-the-Loop: Broadening Human Understanding of Data Annotations | Dec 16, 2021 | Fairness | —Unverified | 0 |
| Degendering Resumes for Fair Algorithmic Resume Screening | Dec 16, 2021 | Fairness | —Unverified | 0 |
| 30.000 ways to reach 55% decarbonization of the European electricity sector | Dec 14, 2021 | Fairness | —Unverified | 0 |