| Uncertainty-Aware Fairness-Adaptive Classification Trees | Oct 8, 2024 | ClassificationFairness | —Unverified | 0 | 0 |
| Uncertainty-aware predictive modeling for fair data-driven decisions | Nov 4, 2022 | Fairnessregression | —Unverified | 0 | 0 |
| Uncertainty-based Fairness Measures | Dec 18, 2023 | Fairness | —Unverified | 0 | 0 |
| Uncertainty in Fairness Assessment: Maintaining Stable Conclusions Despite Fluctuations | Feb 2, 2023 | FairnessInformativeness | —Unverified | 0 | 0 |
| Uncovering Bias in Face Generation Models | Feb 22, 2023 | AttributeDecision Making | —Unverified | 0 | 0 |
| Uncovering Fairness through Data Complexity as an Early Indicator | Apr 8, 2025 | Fairness | —Unverified | 0 | 0 |
| Undergraduate Course Allocation through Competitive Markets | Dec 7, 2024 | Fairness | —Unverified | 0 | 0 |
| Underneath the Numbers: Quantitative and Qualitative Gender Fairness in LLMs for Depression Prediction | Jun 12, 2024 | Depression DetectionFairness | —Unverified | 0 | 0 |
| Understanding Accuracy-Fairness Trade-offs in Re-ranking through Elasticity in Economics | Apr 21, 2025 | FairnessRe-Ranking | —Unverified | 0 | 0 |
| Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning | Jun 4, 2021 | FairnessMulti-Task Learning | —Unverified | 0 | 0 |
| Understanding and Mitigating Multi-Sided Exposure Bias in Recommender Systems | Nov 10, 2021 | Exposure FairnessFairness | —Unverified | 0 | 0 |
| Understanding and Mitigating Risks of Generative AI in Financial Services | Apr 25, 2025 | FairnessRed Teaming | —Unverified | 0 | 0 |
| Understanding and Mitigating the Bias Inheritance in LLM-based Data Augmentation on Downstream Tasks | Feb 6, 2025 | Data AugmentationFairness | —Unverified | 0 | 0 |
| Understanding challenges to the interpretation of disaggregated evaluations of algorithmic fairness | Jun 4, 2025 | FairnessSelection bias | —Unverified | 0 | 0 |
| Understanding Decision Subjects' Engagement with and Perceived Fairness of AI Models When Opportunities of Qualification Improvement Exist | Oct 4, 2024 | Fairness | —Unverified | 0 | 0 |
| Understanding EFX Allocations: Counting and Variants | Apr 4, 2025 | Fairness | —Unverified | 0 | 0 |
| Understanding Fairness in Recommender Systems: A Healthcare Perspective | Sep 5, 2024 | Decision MakingFairness | —Unverified | 0 | 0 |
| Understanding Fairness of Gender Classification Algorithms Across Gender-Race Groups | Sep 24, 2020 | AttributeFairness | —Unverified | 0 | 0 |
| Understanding Gender and Racial Disparities in Image Recognition Models | Jul 20, 2021 | Fairnessimage-classification | —Unverified | 0 | 0 |
| Understanding Intrinsic Socioeconomic Biases in Large Language Models | May 28, 2024 | Decision MakingFairness | —Unverified | 0 | 0 |
| Understanding Overfitting in Reweighting Algorithms for Worst-group Performance | Sep 29, 2021 | Data AugmentationFairness | —Unverified | 0 | 0 |
| Understanding Position Bias Effects on Fairness in Social Multi-Document Summarization | May 3, 2024 | ArticlesDocument Summarization | —Unverified | 0 | 0 |
| Understanding Prediction Discrepancies in Machine Learning Classifiers | Apr 12, 2021 | BIG-bench Machine LearningFairness | —Unverified | 0 | 0 |
| Understanding the robustness-accuracy tradeoff by rethinking robust fairness | Sep 29, 2021 | Fairness | —Unverified | 0 | 0 |
| Understanding trade-offs in classifier bias with quality-diversity optimization: an application to talent management | Nov 25, 2024 | DiversityFairness | —Unverified | 0 | 0 |
| Understanding Unfairness in Fraud Detection through Model and Data Bias Interactions | Jul 13, 2022 | Decision MakingFairness | —Unverified | 0 | 0 |
| On the Cause of Unfairness: A Training Sample Perspective | Jun 30, 2023 | counterfactualFairness | —Unverified | 0 | 0 |
| Under the Radar -- Auditing Fairness in ML for Humanitarian Mapping | Aug 4, 2021 | counterfactualDecision Making | —Unverified | 0 | 0 |
| Unfair Exposure of Artists in Music Recommendation | Mar 25, 2020 | FairnessMusic Recommendation | —Unverified | 0 | 0 |
| Unfairness Despite Awareness: Group-Fair Classification with Strategic Agents | Dec 6, 2021 | ClassificationDecision Making | —Unverified | 0 | 0 |
| Unfairness Discovery and Prevention For Few-Shot Regression | Sep 23, 2020 | FairnessMeta-Learning | —Unverified | 0 | 0 |
| (Un)fairness in Post-operative Complication Prediction Models | Nov 3, 2020 | Decision MakingFairness | —Unverified | 0 | 0 |
| Unified Browsing Models for Linear and Grid Layouts | Oct 19, 2023 | FairnessPosition | —Unverified | 0 | 0 |
| Unified Group Fairness on Federated Learning | Nov 9, 2021 | AttributeFairness | —Unverified | 0 | 0 |
| Unifying Distillation with Personalization in Federated Learning | May 31, 2021 | FairnessFederated Learning | —Unverified | 0 | 0 |
| Unintended Selection: Persistent Qualification Rate Disparities and Interventions | Nov 1, 2021 | Binary ClassificationCredit score | —Unverified | 0 | 0 |
| Universal Laws of Human Society's Income Distribution | May 22, 2015 | Fairness | —Unverified | 0 | 0 |
| University of Washington at TREC 2020 Fairness Ranking Track | Nov 3, 2020 | EthicsFairness | —Unverified | 0 | 0 |
| Unlearning Algorithmic Biases over Graphs | May 20, 2025 | FairnessNode Classification | —Unverified | 0 | 0 |
| Unleashing Linear Optimizers for Group-Fair Learning and Optimization | Apr 11, 2018 | Fairness | —Unverified | 0 | 0 |
| Unleashing the power of Neural Collapse for Transferability Estimation | Oct 9, 2023 | Fairnessimage-classification | —Unverified | 0 | 0 |
| Unlocking Fairness: a Trade-off Revisited | Dec 1, 2019 | FairnessSelection bias | —Unverified | 0 | 0 |
| Rethinking Training for De-biasing Text-to-Image Generation: Unlocking the Potential of Stable Diffusion | Aug 22, 2024 | FairnessImage Generation | —Unverified | 0 | 0 |
| Unlocking the Black Box: Analysing the EU Artificial Intelligence Act's Framework for Explainability in AI | Jan 24, 2025 | EthicsFairness | —Unverified | 0 | 0 |
| Unmasking Bias in AI: A Systematic Review of Bias Detection and Mitigation Strategies in Electronic Health Record-based Models | Oct 30, 2023 | ArticlesBias Detection | —Unverified | 0 | 0 |
| Unmasking Gender Bias in Recommendation Systems and Enhancing Category-Aware Fairness | Feb 25, 2025 | FairnessRecommendation Systems | —Unverified | 0 | 0 |
| Unmasking Nationality Bias: A Study of Human Perception of Nationalities in AI-Generated Articles | Aug 8, 2023 | ArticlesFairness | —Unverified | 0 | 0 |
| Unsupervised Learning for Equitable DER Control | Mar 17, 2024 | Fairness | —Unverified | 0 | 0 |
| Unveiling Bias in Fairness Evaluations of Large Language Models: A Critical Literature Review of Music and Movie Recommendation Systems | Jan 8, 2024 | FairnessMovie Recommendation | —Unverified | 0 | 0 |
| Unveiling Performance Challenges of Large Language Models in Low-Resource Healthcare: A Demographic Fairness Perspective | Nov 30, 2024 | Fairness | —Unverified | 0 | 0 |