| Challenges in Automated Debiasing for Toxic Language Detection | Jan 29, 2021 | Fairnesstext-classification | CodeCode Available | 1 | 5 |
| Learning Interpretable Legal Case Retrieval via Knowledge-Guided Case Reformulation | Jun 28, 2024 | ArticlesFairness | CodeCode Available | 1 | 5 |
| Learning Optimal Prescriptive Trees from Observational Data | Aug 31, 2021 | Fairness | CodeCode Available | 1 | 5 |
| Learning Resilient Radio Resource Management Policies with Graph Neural Networks | Mar 7, 2022 | FairnessGraph Neural Network | CodeCode Available | 1 | 5 |
| A Survey on Data Quality Dimensions and Tools for Machine Learning | Jun 28, 2024 | FairnessSurvey | CodeCode Available | 1 | 5 |
| Distributionally Generative Augmentation for Fair Facial Attribute Classification | Mar 11, 2024 | AttributeClassification | CodeCode Available | 1 | 5 |
| Dynamic Slimmable Network | Mar 24, 2021 | FairnessModel Compression | CodeCode Available | 1 | 5 |
| Elliot: a Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation | Mar 3, 2021 | FairnessHyperparameter Optimization | CodeCode Available | 1 | 5 |
| Environment Inference for Invariant Learning | Oct 14, 2020 | Domain GeneralizationFairness | CodeCode Available | 1 | 5 |
| Demystifying Large Language Models for Medicine: A Primer | Oct 24, 2024 | FairnessPrompt Engineering | CodeCode Available | 1 | 5 |
| Delayed Impact of Fair Machine Learning | Mar 12, 2018 | BIG-bench Machine LearningFairness | CodeCode Available | 1 | 5 |
| Deontological Ethics By Monotonicity Shape Constraints | Jan 31, 2020 | EthicsFairness | CodeCode Available | 1 | 5 |
| Deconfounded Recommendation for Alleviating Bias Amplification | May 22, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 | 5 |
| Debiased Explainable Pairwise Ranking from Implicit Feedback | Jul 30, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 | 5 |
| Deep Clustering based Fair Outlier Detection | Jun 9, 2021 | AttributeClustering | CodeCode Available | 1 | 5 |
| Directional Bias Amplification | Feb 24, 2021 | Fairness | CodeCode Available | 1 | 5 |
| Data Optimization in Deep Learning: A Survey | Oct 25, 2023 | Data AugmentationDeep Learning | CodeCode Available | 1 | 5 |
| Curiosity-Driven Energy-Efficient Worker Scheduling in Vehicular Crowdsourcing: A Deep Reinforcement Learning Approach | Apr 24, 2020 | Deep Reinforcement LearningFairness | CodeCode Available | 1 | 5 |
| Cyberbullying Detection with Fairness Constraints | May 9, 2020 | BIG-bench Machine LearningFairness | 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 |
| CrossWalk: Fairness-enhanced Node Representation Learning | May 6, 2021 | FairnessLink Prediction | CodeCode Available | 1 | 5 |
| Agnostic Federated Learning | Feb 1, 2019 | Cloud ComputingDomain Adaptation | CodeCode Available | 1 | 5 |
| A Critical Re-evaluation of Neural Methods for Entity Alignment | Apr 1, 2022 | Entity AlignmentEntity Resolution | CodeCode Available | 1 | 5 |
| CPFair: Personalized Consumer and Producer Fairness Re-ranking for Recommender Systems | Apr 17, 2022 | FairnessRecommendation Systems | CodeCode Available | 1 | 5 |
| CURE4Rec: A Benchmark for Recommendation Unlearning with Deeper Influence | Aug 26, 2024 | FairnessMachine Unlearning | CodeCode Available | 1 | 5 |
| Predicting and Enhancing the Fairness of DNNs with the Curvature of Perceptual Manifolds | Mar 22, 2023 | ClassificationFairness | CodeCode Available | 1 | 5 |
| Dark patterns in e-commerce: a dataset and its baseline evaluations | Nov 12, 2022 | Fairness | CodeCode Available | 1 | 5 |
| Data Debugging with Shapley Importance over End-to-End Machine Learning Pipelines | Apr 23, 2022 | BIG-bench Machine LearningFairness | CodeCode Available | 1 | 5 |
| Datasets for Fairness in Language Models: An In-Depth Survey | Jun 29, 2025 | Fairness | CodeCode Available | 1 | 5 |
| An Introduction to Deep Survival Analysis Models for Predicting Time-to-Event Outcomes | Oct 1, 2024 | FairnessSurvival Analysis | CodeCode Available | 1 | 5 |
| Rule Generation for Classification: Scalability, Interpretability, and Fairness | Apr 21, 2021 | ClassificationFairness | CodeCode Available | 1 | 5 |
| DECAF: Generating Fair Synthetic Data Using Causally-Aware Generative Networks | Oct 25, 2021 | Fairness | CodeCode Available | 1 | 5 |
| Accuracy and Fairness Trade-offs in Machine Learning: A Stochastic Multi-Objective Approach | Aug 3, 2020 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 | 5 |
| Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable Prototypes | Nov 29, 2021 | FairnessImage Classification | CodeCode Available | 1 | 5 |
| DELPHI: Data for Evaluating LLMs' Performance in Handling Controversial Issues | Oct 27, 2023 | Fairness | CodeCode Available | 1 | 5 |
| Demographic Bias of Expert-Level Vision-Language Foundation Models in Medical Imaging | Feb 22, 2024 | Fairness | CodeCode Available | 1 | 5 |
| Amazon SageMaker Clarify: Machine Learning Bias Detection and Explainability in the Cloud | Sep 7, 2021 | Bias DetectionBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| DISSECT: Disentangled Simultaneous Explanations via Concept Traversals | May 31, 2021 | counterfactualFairness | CodeCode Available | 1 | 5 |
| Distributive Justice as the Foundational Premise of Fair ML: Unification, Extension, and Interpretation of Group Fairness Metrics | Jun 6, 2022 | Decision MakingFairness | CodeCode Available | 1 | 5 |
| DS-Net++: Dynamic Weight Slicing for Efficient Inference in CNNs and Transformers | Sep 21, 2021 | FairnessModel Compression | CodeCode Available | 1 | 5 |
| Minimax Group Fairness: Algorithms and Experiments | Nov 5, 2020 | Fairness | CodeCode Available | 1 | 5 |
| Efficiency 360: Efficient Vision Transformers | Feb 16, 2023 | Continual LearningFairness | CodeCode Available | 1 | 5 |
| FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking | Apr 4, 2020 | FairnessMulti-Object Tracking | CodeCode Available | 1 | 5 |
| Cooperation and Fairness in Multi-Agent Reinforcement Learning | Oct 19, 2024 | FairnessMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Elucidate Gender Fairness in Singing Voice Transcription | Aug 5, 2023 | AttributeFairness | CodeCode Available | 1 | 5 |
| Enhancing Legal Case Retrieval via Scaling High-quality Synthetic Query-Candidate Pairs | Oct 9, 2024 | FairnessRetrieval | CodeCode Available | 1 | 5 |
| Entropy-based Attention Regularization Frees Unintended Bias Mitigation from Lists | Mar 17, 2022 | Abuse DetectionBias Detection | CodeCode Available | 1 | 5 |
| Proportional Fairness in Federated Learning | Feb 3, 2022 | FairnessFederated Learning | CodeCode Available | 1 | 5 |
| Astraea: Grammar-based Fairness Testing | Oct 6, 2020 | FairnessFault Diagnosis | CodeCode Available | 1 | 5 |
| Controlling Directions Orthogonal to a Classifier | Jan 27, 2022 | Domain AdaptationFairness | CodeCode Available | 1 | 5 |
