| Re-imagining Algorithmic Fairness in India and Beyond | Jan 25, 2021 | Fairness | —Unverified | 0 |
| Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification | Jan 18, 2021 | BIG-bench Machine LearningClassification | CodeCode Available | 0 |
| Optimal Pre-Processing to Achieve Fairness and Its Relationship with Total Variation Barycenter | Jan 18, 2021 | Fairness | —Unverified | 0 |
| Reviving Purpose Limitation and Data Minimisation in Data-Driven Systems | Jan 15, 2021 | Decision MakingFairness | —Unverified | 0 |
| Responsible AI Challenges in End-to-end Machine Learning | Jan 15, 2021 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Supervised Transfer Learning at Scale for Medical Imaging | Jan 14, 2021 | FairnessOut-of-Distribution Generalization | —Unverified | 0 |
| Bandwidth Allocation for Multiple Federated Learning Services in Wireless Edge Networks | Jan 10, 2021 | FairnessFederated Learning | —Unverified | 0 |
| A Tale of Fairness Revisited: Beyond Adversarial Learning for Deep Neural Network Fairness | Jan 8, 2021 | Decision MakingFairness | —Unverified | 0 |
| From Learning to Relearning: A Framework for Diminishing Bias in Social Robot Navigation | Jan 7, 2021 | FairnessRobot Navigation | —Unverified | 0 |
| Fairness with Continuous Optimal Transport | Jan 6, 2021 | Fairness | —Unverified | 0 |
| Characterizing Intersectional Group Fairness with Worst-Case Comparisons | Jan 5, 2021 | Fairness | —Unverified | 0 |
| On Baselines for Local Feature Attributions | Jan 4, 2021 | Fairness | CodeCode Available | 0 |
| Fair Training of Decision Tree Classifiers | Jan 4, 2021 | Fairness | —Unverified | 0 |
| Modeling Disclosive Transparency in NLP Application Descriptions | Jan 2, 2021 | FairnessLanguage Modeling | CodeCode Available | 0 |
| Characterizing Fairness Over the Set of Good Models Under Selective Labels | Jan 2, 2021 | Fairness | CodeCode Available | 0 |
| Attainability and Optimality: The Equalized-Odds Fairness Revisited | Jan 1, 2021 | FairnessPrediction | —Unverified | 0 |
| Approximate Birkhoff-von-Neumann decomposition: a differentiable approach | Jan 1, 2021 | FairnessRiemannian optimization | —Unverified | 0 |
| Blind Pareto Fairness and Subgroup Robustness | Jan 1, 2021 | Fairness | —Unverified | 0 |
| Zero-shot Fairness with Invisible Demographics | Jan 1, 2021 | DisentanglementFairness | —Unverified | 0 |
| Counterfactual Fairness through Data Preprocessing | Jan 1, 2021 | BIG-bench Machine Learningcounterfactual | —Unverified | 0 |
| A Technical and Normative Investigation of Social Bias Amplification | Jan 1, 2021 | Fairness | —Unverified | 0 |
| Representation and Bias in Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling | Jan 1, 2021 | FairnessLanguage Modeling | —Unverified | 0 |
| Socially Responsible AI Algorithms: Issues, Purposes, and Challenges | Jan 1, 2021 | Fairness | —Unverified | 0 |
| Fast MNAS: Uncertainty-aware Neural Architecture Search with Lifelong Learning | Jan 1, 2021 | FairnessGPU | —Unverified | 0 |
| Fair Empirical Risk Minimization via Exponential Rényi Mutual Information | Jan 1, 2021 | AttributeFairness | —Unverified | 0 |
| Generative Auto-Encoder: Non-adversarial Controllable Synthesis with Disentangled Exploration | Jan 1, 2021 | AttributeData Augmentation | —Unverified | 0 |
| Generative Fairness Teaching | Jan 1, 2021 | Fairness | —Unverified | 0 |
| Individually Fair Rankings | Jan 1, 2021 | FairnessLearning-To-Rank | —Unverified | 0 |
| Fair Differential Privacy Can Mitigate the Disparate Impact on Model Accuracy | Jan 1, 2021 | Fairness | —Unverified | 0 |
| Fairness guarantee in analysis of incomplete data | Jan 1, 2021 | FairnessMissing Values | —Unverified | 0 |
| Fairness in Machine Learning | Dec 31, 2020 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Fairness-Oriented User Scheduling for Bursty Downlink Transmission Using Multi-Agent Reinforcement Learning | Dec 30, 2020 | Distributed OptimizationFairness | —Unverified | 0 |
| Provably Training Overparameterized Neural Network Classifiers with Non-convex Constraints | Dec 30, 2020 | Fairnessimbalanced classification | —Unverified | 0 |
| A Maximal Correlation Approach to Imposing Fairness in Machine Learning | Dec 30, 2020 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Towards Fair Deep Anomaly Detection | Dec 29, 2020 | Anomaly DetectionFairness | —Unverified | 0 |
| Prosocial Norm Emergence in Multiagent Systems | Dec 29, 2020 | Decision MakingFairness | —Unverified | 0 |
| dalex: Responsible Machine Learning with Interactive Explainability and Fairness in Python | Dec 28, 2020 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| A Regret bound for Non-stationary Multi-Armed Bandits with Fairness Constraints | Dec 24, 2020 | Decision MakingFairness | —Unverified | 0 |
| Unbiased Subdata Selection for Fair Classification: A Unified Framework and Scalable Algorithms | Dec 22, 2020 | ClassificationFairness | —Unverified | 0 |
| Confronting Abusive Language Online: A Survey from the Ethical and Human Rights Perspective | Dec 22, 2020 | Abuse DetectionAbusive Language | —Unverified | 0 |
| The Importance of Modeling Data Missingness in Algorithmic Fairness: A Causal Perspective | Dec 21, 2020 | Decision MakingFairness | —Unverified | 0 |
| Fairness, Welfare, and Equity in Personalized Pricing | Dec 21, 2020 | Fairness | —Unverified | 0 |
| Biased Models Have Biased Explanations | Dec 20, 2020 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| Fundamental Limits and Tradeoffs in Invariant Representation Learning | Dec 19, 2020 | Domain AdaptationFairness | —Unverified | 0 |
| Fair for All: Best-effort Fairness Guarantees for Classification | Dec 18, 2020 | AllClassification | —Unverified | 0 |
| Fairness and Accuracy in Federated Learning | Dec 18, 2020 | FairnessFederated Learning | —Unverified | 0 |
| Affirmative Algorithms: The Legal Grounds for Fairness as Awareness | Dec 18, 2020 | Causal InferenceFairness | —Unverified | 0 |
| Hiring from a pool of workers | Dec 17, 2020 | Fairness | —Unverified | 0 |
| Fairkit, Fairkit, on the Wall, Who's the Fairest of Them All? Supporting Data Scientists in Training Fair Models | Dec 17, 2020 | AllBIG-bench Machine Learning | CodeCode Available | 0 |
| I3DOL: Incremental 3D Object Learning without Catastrophic Forgetting | Dec 16, 2020 | 3D Object ClassificationFairness | —Unverified | 0 |