| Enhancing Model Robustness and Fairness with Causality: A Regularization Approach | Oct 3, 2021 | Causal Inferencecounterfactual | CodeCode Available | 0 | 5 |
| Enhancing New-item Fairness in Dynamic Recommender Systems | Apr 30, 2025 | FairnessKnowledge Distillation | CodeCode Available | 0 | 5 |
| Can We Trust Recommender System Fairness Evaluation? The Role of Fairness and Relevance | May 28, 2024 | Exposure FairnessFairness | CodeCode Available | 0 | 5 |
| Enhancing Group Fairness in Online Settings Using Oblique Decision Forests | Oct 17, 2023 | Fairness | CodeCode Available | 0 | 5 |
| HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated Learning | Mar 7, 2024 | Domain GeneralizationFairness | CodeCode Available | 0 | 5 |
| Enhancing Fairness of Visual Attribute Predictors | Jul 7, 2022 | AttributeFairness | CodeCode Available | 0 | 5 |
| CAPRI-FAIR: Integration of Multi-sided Fairness in Contextual POI Recommendation Framework | Jun 5, 2024 | Fairness | CodeCode Available | 0 | 5 |
| Capturing Perspectives of Crowdsourced Annotators in Subjective Learning Tasks | Nov 16, 2023 | ClassificationFairness | CodeCode Available | 0 | 5 |
| HumaniBench: A Human-Centric Framework for Large Multimodal Models Evaluation | May 16, 2025 | BenchmarkingEthics | CodeCode Available | 0 | 5 |
| CardiacMamba: A Multimodal RGB-RF Fusion Framework with State Space Models for Remote Physiological Measurement | Feb 19, 2025 | cross-modal alignmentFairness | CodeCode Available | 0 | 5 |
| Enhancing Robust Fairness via Confusional Spectral Regularization | Jan 22, 2025 | Fairness | CodeCode Available | 0 | 5 |
| How fair can we go in machine learning? Assessing the boundaries of fairness in decision trees | Jun 22, 2020 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 | 5 |
| Cascaded Debiasing: Studying the Cumulative Effect of Multiple Fairness-Enhancing Interventions | Feb 8, 2022 | Fairness | CodeCode Available | 0 | 5 |
| Caseformer: Pre-training for Legal Case Retrieval Based on Inter-Case Distinctions | Nov 1, 2023 | FairnessRetrieval | CodeCode Available | 0 | 5 |
| Case Study: Predictive Fairness to Reduce Misdemeanor Recidivism Through Social Service Interventions | Jan 24, 2020 | Decision MakingFairness | CodeCode Available | 0 | 5 |
| Indian-BhED: A Dataset for Measuring India-Centric Biases in Large Language Models | Sep 15, 2023 | FairnessLanguage Modelling | CodeCode Available | 0 | 5 |
| Equalizing Gender Biases in Neural Machine Translation with Word Embeddings Techniques | Jan 10, 2019 | FairnessMachine Translation | CodeCode Available | 0 | 5 |
| Empirical Risk Minimization under Fairness Constraints | Feb 23, 2018 | Fairness | CodeCode Available | 0 | 5 |
| Endowing Pre-trained Graph Models with Provable Fairness | Feb 19, 2024 | AttributeFairness | CodeCode Available | 0 | 5 |
| Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics | Dec 17, 2019 | BIG-bench Machine LearningFairness | CodeCode Available | 0 | 5 |
| Embracing Fairness in Consumer Electricity Markets using an Automatic Market Maker | Jul 30, 2024 | Fairness | CodeCode Available | 0 | 5 |
| hyperFA*IR: A hypergeometric approach to fair rankings with finite candidate pool | Jun 17, 2025 | Fairness | CodeCode Available | 0 | 5 |
| Emerging Challenges in Personalized Medicine: Assessing Demographic Effects on Biomedical Question Answering Systems | Oct 16, 2023 | FairnessQuestion Answering | CodeCode Available | 0 | 5 |
| iFlipper: Label Flipping for Individual Fairness | Sep 15, 2022 | Fairness | CodeCode Available | 0 | 5 |
| Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency | Jun 5, 2022 | Decision MakingFairness | CodeCode Available | 0 | 5 |
