| FairDiverse: A Comprehensive Toolkit for Fair and Diverse Information Retrieval Algorithms | Feb 17, 2025 | DiversityFairness | CodeCode Available | 1 | 5 |
| FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification | Jul 11, 2024 | Domain AdaptationFairness | CodeCode Available | 1 | 5 |
| Efficiency 360: Efficient Vision Transformers | Feb 16, 2023 | Continual LearningFairness | CodeCode Available | 1 | 5 |
| Exactly Computing the Local Lipschitz Constant of ReLU Networks | Mar 2, 2020 | Fairness | CodeCode Available | 1 | 5 |
| Say No to the Discrimination: Learning Fair Graph Neural Networks with Limited Sensitive Attribute Information | Sep 3, 2020 | AttributeFairness | CodeCode Available | 1 | 5 |
| FAIR GPT: A virtual consultant for research data management in ChatGPT | Sep 20, 2024 | FairnessHallucination | CodeCode Available | 1 | 5 |
| AugmentedPCA: A Python Package of Supervised and Adversarial Linear Factor Models | Jan 7, 2022 | Fairness | CodeCode Available | 1 | 5 |
| Augmentations in Hypergraph Contrastive Learning: Fabricated and Generative | Oct 7, 2022 | Contrastive LearningFairness | CodeCode Available | 1 | 5 |
| fairlib: A Unified Framework for Assessing and Improving Classification Fairness | May 4, 2022 | ClassificationFairness | CodeCode Available | 1 | 5 |
| Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable Prototypes | Nov 29, 2021 | FairnessImage Classification | CodeCode Available | 1 | 5 |
| AutoBalance: Optimized Loss Functions for Imbalanced Data | Jan 4, 2022 | Data AugmentationFairness | CodeCode Available | 1 | 5 |
| Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment | Oct 26, 2016 | Decision MakingFairness | CodeCode Available | 1 | 5 |
| Deep Clustering based Fair Outlier Detection | Jun 9, 2021 | AttributeClustering | CodeCode Available | 1 | 5 |
| Fairness Definitions in Language Models Explained | Jul 26, 2024 | Fairness | CodeCode Available | 1 | 5 |
| Delayed Impact of Fair Machine Learning | Mar 12, 2018 | BIG-bench Machine LearningFairness | CodeCode Available | 1 | 5 |
| DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks | Oct 25, 2021 | Fairness | CodeCode Available | 1 | 5 |
| Deconfounded Recommendation for Alleviating Bias Amplification | May 22, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 | 5 |
| A Justice-Based Framework for the Analysis of Algorithmic Fairness-Utility Trade-Offs | Jun 6, 2022 | Decision MakingFairness | CodeCode Available | 1 | 5 |
| Can ChatGPT Assess Human Personalities? A General Evaluation Framework | Mar 1, 2023 | Answer GenerationFairness | CodeCode Available | 1 | 5 |
| BAD: BiAs Detection for Large Language Models in the context of candidate screening | May 17, 2023 | Bias DetectionFairness | CodeCode Available | 1 | 5 |
| DELPHI: Data for Evaluating LLMs' Performance in Handling Controversial Issues | Oct 27, 2023 | Fairness | CodeCode Available | 1 | 5 |
| Fairness through Difference Awareness: Measuring Desired Group Discrimination in LLMs | Feb 4, 2025 | 16kDescriptive | CodeCode Available | 1 | 5 |
| A Large-scale Universal Evaluation Benchmark For Face Forgery Detection | Jun 13, 2024 | DiversityFace Generation | CodeCode Available | 1 | 5 |
| FairNeuron: Improving Deep Neural Network Fairness with Adversary Games on Selective Neurons | Apr 6, 2022 | Fairness | CodeCode Available | 1 | 5 |
| Fair Preprocessing: Towards Understanding Compositional Fairness of Data Transformers in Machine Learning Pipeline | Jun 2, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 1 | 5 |
| FairPrism: Evaluating Fairness-Related Harms in Text Generation | Jul 1, 2023 | FairnessText Generation | CodeCode Available | 1 | 5 |
| Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics | Jun 8, 2021 | Age And Gender ClassificationBenchmarking | CodeCode Available | 1 | 5 |
| Fair Regression: Quantitative Definitions and Reduction-based Algorithms | May 30, 2019 | AttributeFairness | CodeCode Available | 1 | 5 |
| fairret: a Framework for Differentiable Fairness Regularization Terms | Oct 26, 2023 | Fairness | CodeCode Available | 1 | 5 |
| Datasets for Fairness in Language Models: An In-Depth Survey | Jun 29, 2025 | Fairness | CodeCode Available | 1 | 5 |
| Algorithmic Decision Making with Conditional Fairness | Jun 18, 2020 | Decision MakingFairness | CodeCode Available | 1 | 5 |
| BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation | Oct 14, 2022 | FairnessLanguage Modeling | CodeCode Available | 1 | 5 |
| An Empirical Characterization of Fair Machine Learning For Clinical Risk Prediction | Jul 20, 2020 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 | 5 |
| Fast and Efficient MMD-based Fair PCA via Optimization over Stiefel Manifold | Sep 23, 2021 | Fairness | CodeCode Available | 1 | 5 |
| An Approach to Ensure Fairness in News Articles | Jul 8, 2022 | ArticlesFairness | CodeCode Available | 1 | 5 |
| Better Understanding Differences in Attribution Methods via Systematic Evaluations | Mar 21, 2023 | Fairness | CodeCode Available | 1 | 5 |
| Federated Learning with Taskonomy for Non-IID Data | Mar 29, 2021 | FairnessFederated Learning | CodeCode Available | 1 | 5 |
| Ditto: Fair and Robust Federated Learning Through Personalization | Dec 8, 2020 | FairnessFederated Learning | CodeCode Available | 1 | 5 |
| Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color | Sep 10, 2023 | FairnessGender Classification | CodeCode Available | 1 | 5 |
| Debiased Explainable Pairwise Ranking from Implicit Feedback | Jul 30, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 | 5 |
| A Stochastic Optimization Framework for Fair Risk Minimization | Feb 24, 2021 | Binary ClassificationFairness | CodeCode Available | 1 | 5 |
| Bias and Fairness in Large Language Models: A Survey | Sep 2, 2023 | counterfactualFairness | CodeCode Available | 1 | 5 |
| Demographic Bias of Expert-Level Vision-Language Foundation Models in Medical Imaging | Feb 22, 2024 | Fairness | CodeCode Available | 1 | 5 |
| Flames: Benchmarking Value Alignment of LLMs in Chinese | Nov 12, 2023 | BenchmarkingFairness | CodeCode Available | 1 | 5 |
| Bias Propagation in Federated Learning | Sep 5, 2023 | FairnessFederated Learning | CodeCode Available | 1 | 5 |
| Bias in Machine Learning Software: Why? How? What to do? | May 25, 2021 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| Cyberbullying Detection with Fairness Constraints | May 9, 2020 | BIG-bench Machine LearningFairness | CodeCode Available | 1 | 5 |
| Bias Runs Deep: Implicit Reasoning Biases in Persona-Assigned LLMs | Nov 8, 2023 | FairnessMath | CodeCode Available | 1 | 5 |
| From Parity to Preference-based Notions of Fairness in Classification | Jun 30, 2017 | ClassificationDecision Making | CodeCode Available | 1 | 5 |
| A Constrained Multi-Agent Reinforcement Learning Approach to Autonomous Traffic Signal Control | Mar 30, 2025 | FairnessMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
