| Private Recommender Systems: How Can Users Build Their Own Fair Recommender Systems without Log Data? | May 26, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 |
| Bias in Machine Learning Software: Why? How? What to do? | May 25, 2021 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 |
| Deconfounded Recommendation for Alleviating Bias Amplification | May 22, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 |
| Personalized Counterfactual Fairness in Recommendation | May 20, 2021 | counterfactualDecision Making | CodeCode Available | 1 |
| Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency | May 18, 2021 | FairnessImage Cropping | CodeCode Available | 1 |
| Cohort Shapley value for algorithmic fairness | May 15, 2021 | AttributeFairness | CodeCode Available | 1 |
| Societal Biases in Language Generation: Progress and Challenges | May 10, 2021 | FairnessText Generation | CodeCode Available | 1 |
| CrossWalk: Fairness-enhanced Node Representation Learning | May 6, 2021 | FairnessLink Prediction | CodeCode Available | 1 |
| Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective | May 3, 2021 | Bilevel OptimizationContinual Learning | CodeCode Available | 1 |
| Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and Fairness | May 3, 2021 | Fairness | CodeCode Available | 1 |
| Federated Learning with Fair Averaging | Apr 30, 2021 | FairnessFederated Learning | CodeCode Available | 1 |
| Rule Generation for Classification: Scalability, Interpretability, and Fairness | Apr 21, 2021 | ClassificationFairness | CodeCode Available | 1 |
| User-oriented Fairness in Recommendation | Apr 21, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 |
| Can Active Learning Preemptively Mitigate Fairness Issues? | Apr 14, 2021 | Active LearningFairness | CodeCode Available | 1 |
| RTIC: Residual Learning for Text and Image Composition using Graph Convolutional Network | Apr 7, 2021 | FairnessImage Retrieval | CodeCode Available | 1 |
| VERB: Visualizing and Interpreting Bias Mitigation Techniques for Word Representations | Apr 6, 2021 | Decision MakingDimensionality Reduction | CodeCode Available | 1 |
| Federated Learning with Taskonomy for Non-IID Data | Mar 29, 2021 | FairnessFederated Learning | CodeCode Available | 1 |
| Dynamic Slimmable Network | Mar 24, 2021 | FairnessModel Compression | CodeCode Available | 1 |
| Can Vision Transformers Learn without Natural Images? | Mar 24, 2021 | FairnessSelf-Supervised Learning | CodeCode Available | 1 |
| Promoting Fairness through Hyperparameter Optimization | Mar 23, 2021 | FairnessFraud Detection | CodeCode Available | 1 |
| Refining Language Models with Compositional Explanations | Mar 18, 2021 | FairnessLanguage Modelling | CodeCode Available | 1 |
| Pros and Cons of GAN Evaluation Measures: New Developments | Mar 17, 2021 | Fairness | CodeCode Available | 1 |
| Fairness-aware Personalized Ranking Recommendation via Adversarial Learning | Mar 14, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 |
| Membership Inference Attacks on Machine Learning: A Survey | Mar 14, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Fair Mixup: Fairness via Interpolation | Mar 11, 2021 | Data AugmentationFairness | CodeCode Available | 1 |
| 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 |
