| TabFairGAN: Fair Tabular Data Generation with Generative Adversarial Networks | Sep 2, 2021 | Decision MakingFairness | CodeCode Available | 1 |
| Learning Optimal Prescriptive Trees from Observational Data | Aug 31, 2021 | Fairness | CodeCode Available | 1 |
| Federated Multi-Task Learning under a Mixture of Distributions | Aug 23, 2021 | FairnessFederated Learning | CodeCode Available | 1 |
| Addressing Algorithmic Disparity and Performance Inconsistency in Federated Learning | Aug 19, 2021 | AllFairness | CodeCode Available | 1 |
| Retiring Adult: New Datasets for Fair Machine Learning | Aug 10, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| ZPY: Open Source Synthetic Data for Computer Vision | Aug 6, 2021 | FairnessSynthetic Data Generation | CodeCode Available | 1 |
| The Devil is in the GAN: Backdoor Attacks and Defenses in Deep Generative Models | Aug 3, 2021 | BIG-bench Machine LearningData Augmentation | CodeCode Available | 1 |
| Counterfactual Inference for Text Classification Debiasing | Aug 1, 2021 | Classificationcounterfactual | CodeCode Available | 1 |
| Debiased Explainable Pairwise Ranking from Implicit Feedback | Jul 30, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 |
| SVEva Fair: A Framework for Evaluating Fairness in Speaker Verification | Jul 26, 2021 | FairnessSpeaker Verification | CodeCode Available | 1 |
| Fairness in Ranking under Uncertainty | Jul 14, 2021 | Decision MakingFairness | CodeCode Available | 1 |
| Privacy Budget Scheduling | Jun 29, 2021 | CPUFairness | CodeCode Available | 1 |
| Towards Understanding and Mitigating Social Biases in Language Models | Jun 24, 2021 | Decision MakingFairness | CodeCode Available | 1 |
| Fairness for Image Generation with Uncertain Sensitive Attributes | Jun 23, 2021 | FairnessImage Generation | CodeCode Available | 1 |
| pysentimiento: A Python Toolkit for Opinion Mining and Social NLP tasks | Jun 17, 2021 | FairnessOpinion Mining | CodeCode Available | 1 |
| Contrastive Mixture of Posteriors for Counterfactual Inference, Data Integration and Fairness | Jun 15, 2021 | counterfactualCounterfactual Inference | CodeCode Available | 1 |
| Fair Normalizing Flows | Jun 10, 2021 | FairnessRepresentation Learning | CodeCode Available | 1 |
| Deep Clustering based Fair Outlier Detection | Jun 9, 2021 | AttributeClustering | CodeCode Available | 1 |
| Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics | Jun 8, 2021 | Age And Gender ClassificationBenchmarking | CodeCode Available | 1 |
| PreferenceNet: Encoding Human Preferences in Auction Design with Deep Learning | Jun 6, 2021 | Deep LearningDiversity | CodeCode Available | 1 |
| NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning | Jun 3, 2021 | Additive modelsDeep Learning | CodeCode Available | 1 |
| Uncertainty Quantification 360: A Holistic Toolkit for Quantifying and Communicating the Uncertainty of AI | Jun 2, 2021 | FairnessUncertainty Quantification | CodeCode Available | 1 |
| Fair Preprocessing: Towards Understanding Compositional Fairness of Data Transformers in Machine Learning Pipeline | Jun 2, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| DISSECT: Disentangled Simultaneous Explanations via Concept Traversals | May 31, 2021 | counterfactualFairness | CodeCode Available | 1 |
| SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning | May 31, 2021 | FairnessMulti-agent Reinforcement Learning | CodeCode Available | 1 |
