| Fair-SSL: Building fair ML Software with less data | Nov 3, 2021 | AttributeFairness | CodeCode Available | 0 |
| Can Less be More? When Increasing-to-Balancing Label Noise Rates Considered Beneficial | Jul 13, 2021 | FairnessInformativeness | CodeCode Available | 0 |
| Fair Enough: Searching for Sufficient Measures of Fairness | Oct 25, 2021 | Fairness | CodeCode Available | 0 |
| Fair Enough: Standardizing Evaluation and Model Selection for Fairness Research in NLP | Feb 11, 2023 | FairnessModel Selection | CodeCode Available | 0 |
| A Primal-Dual Subgradient Approachfor Fair Meta Learning | Sep 26, 2020 | FairnessFew-Shot Learning | CodeCode Available | 0 |
| Imputation Strategies Under Clinical Presence: Impact on Algorithmic Fairness | Aug 13, 2022 | FairnessImputation | CodeCode Available | 0 |
| Fairer Analysis and Demographically Balanced Face Generation for Fairer Face Verification | Dec 4, 2024 | Face GenerationFace Recognition | CodeCode Available | 0 |
| Skin Deep: Investigating Subjectivity in Skin Tone Annotations for Computer Vision Benchmark Datasets | May 15, 2023 | FairnessSystematic Literature Review | CodeCode Available | 0 |
| Slice Tuner: A Selective Data Acquisition Framework for Accurate and Fair Machine Learning Models | Mar 10, 2020 | Active LearningBIG-bench Machine Learning | CodeCode Available | 0 |
| Slicing Through Bias: Explaining Performance Gaps in Medical Image Analysis using Slice Discovery Methods | Jun 17, 2024 | FairnessMedical Image Analysis | CodeCode Available | 0 |
| FairER: Entity Resolution with Fairness Constraints | Oct 30, 2021 | DiversityEntity Resolution | CodeCode Available | 0 |
| Incentive-Aware Recommender Systems in Two-Sided Markets | Nov 23, 2022 | FairnessRecommendation Systems | CodeCode Available | 0 |
| A Preliminary Study of ChatGPT on News Recommendation: Personalization, Provider Fairness, Fake News | Jun 19, 2023 | ArticlesFairness | CodeCode Available | 0 |
| Demystifying Local and Global Fairness Trade-offs in Federated Learning Using Partial Information Decomposition | Jul 21, 2023 | FairnessFederated Learning | CodeCode Available | 0 |
| Neither Private Nor Fair: Impact of Data Imbalance on Utility and Fairness in Differential Privacy | Sep 10, 2020 | Fairness | CodeCode Available | 0 |
| Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards | Dec 17, 2021 | BIG-bench Machine LearningData Valuation | CodeCode Available | 0 |
| SLIDE: a surrogate fairness constraint to ensure fairness consistency | Feb 7, 2022 | Fairnessvalid | CodeCode Available | 0 |
| Can Large Language Models (or Humans) Disentangle Text? | Mar 25, 2024 | Causal InferenceDisentanglement | CodeCode Available | 0 |
| Net benefit, calibration, threshold selection, and training objectives for algorithmic fairness in healthcare | Feb 3, 2022 | Decision MakingFairness | CodeCode Available | 0 |
| Bayesian Importance of Features (BIF) | Oct 26, 2020 | Bayesian InferenceBIG-bench Machine Learning | CodeCode Available | 0 |
| Networked Inequality: Preferential Attachment Bias in Graph Neural Network Link Prediction | Sep 29, 2023 | FairnessGraph Neural Network | CodeCode Available | 0 |
| Can Information Flows Suggest Targets for Interventions in Neural Circuits? | Nov 9, 2021 | AttributeFairness | CodeCode Available | 0 |
| FAIR-FATE: Fair Federated Learning with Momentum | Sep 27, 2022 | FairnessFederated Learning | CodeCode Available | 0 |
| NeuFair: Neural Network Fairness Repair with Dropout | Jul 5, 2024 | Fairness | CodeCode Available | 0 |
| Unveiling the Tapestry of Automated Essay Scoring: A Comprehensive Investigation of Accuracy, Fairness, and Generalizability | Jan 11, 2024 | Automated Essay ScoringFairness | CodeCode Available | 0 |
