| Fairness On The Ground: Applying Algorithmic Fairness Approaches to Production Systems | Mar 10, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Elliot: a Comprehensive and Rigorous Framework for Reproducible Recommender Systems Evaluation | Mar 3, 2021 | FairnessHyperparameter Optimization | CodeCode Available | 1 |
| Fairness in Credit Scoring: Assessment, Implementation and Profit Implications | Mar 2, 2021 | Decision MakingFairness | CodeCode Available | 1 |
| Towards a Unified Framework for Fair and Stable Graph Representation Learning | Feb 25, 2021 | counterfactualFairness | CodeCode Available | 1 |
| A Stochastic Optimization Framework for Fair Risk Minimization | Feb 24, 2021 | Binary ClassificationFairness | CodeCode Available | 1 |
| Directional Bias Amplification | Feb 24, 2021 | Fairness | CodeCode Available | 1 |
| Learning Fair Representations for Recommendation: A Graph-based Perspective | Feb 18, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 |
| CaPC Learning: Confidential and Private Collaborative Learning | Feb 9, 2021 | FairnessFederated Learning | CodeCode Available | 1 |
| Challenges in Automated Debiasing for Toxic Language Detection | Jan 29, 2021 | Fairnesstext-classification | CodeCode Available | 1 |
| Controllable Guarantees for Fair Outcomes via Contrastive Information Estimation | Jan 11, 2021 | Fairness | CodeCode Available | 1 |
| Towards Long-term Fairness in Recommendation | Jan 10, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 |
| On Dyadic Fairness: Exploring and Mitigating Bias in Graph Connections | Jan 1, 2021 | FairnessLink Prediction | CodeCode Available | 1 |
| Learning Fair Policies in Decentralized Cooperative Multi-Agent Reinforcement Learning | Dec 17, 2020 | FairnessMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Improving the Fairness of Deep Generative Models without Retraining | Dec 9, 2020 | AttributeDiversity | CodeCode Available | 1 |
| Ditto: Fair and Robust Federated Learning Through Personalization | Dec 8, 2020 | FairnessFederated Learning | CodeCode Available | 1 |
| FairBatch: Batch Selection for Model Fairness | Dec 3, 2020 | BIG-bench Machine LearningBilevel Optimization | CodeCode Available | 1 |
| Going Beyond Classification Accuracy Metrics in Model Compression | Dec 3, 2020 | ClassificationEdge-computing | CodeCode Available | 1 |
| Fair Attribute Classification through Latent Space De-biasing | Dec 2, 2020 | AttributeClassification | CodeCode Available | 1 |
| Certified Monotonic Neural Networks | Nov 20, 2020 | Fairness | CodeCode Available | 1 |
| A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning | Nov 20, 2020 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLP | Nov 19, 2020 | FairnessWord Embeddings | CodeCode Available | 1 |
| Learning to Continuously Optimize Wireless Resource In Episodically Dynamic Environment | Nov 16, 2020 | Continual LearningFairness | CodeCode Available | 1 |
| Minimax Group Fairness: Algorithms and Experiments | Nov 5, 2020 | Fairness | CodeCode Available | 1 |
| Minimax Pareto Fairness: A Multi Objective Perspective | Nov 3, 2020 | ClassificationFairness | CodeCode Available | 1 |
| Versatile Verification of Tree Ensembles | Oct 26, 2020 | Fairness | CodeCode Available | 1 |
