| Representation and Bias in Multilingual NLP: Insights from Controlled Experiments on Conditional Language Modeling | Jan 1, 2021 | FairnessLanguage Modeling | —Unverified | 0 |
| Fairness in Machine Learning | Dec 31, 2020 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Provably Training Overparameterized Neural Network Classifiers with Non-convex Constraints | Dec 30, 2020 | Fairnessimbalanced classification | —Unverified | 0 |
| Fairness-Oriented User Scheduling for Bursty Downlink Transmission Using Multi-Agent Reinforcement Learning | Dec 30, 2020 | Distributed OptimizationFairness | —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 |
| Fairness, Welfare, and Equity in Personalized Pricing | Dec 21, 2020 | Fairness | —Unverified | 0 |
| The Importance of Modeling Data Missingness in Algorithmic Fairness: A Causal Perspective | Dec 21, 2020 | Decision MakingFairness | —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 |
| Affirmative Algorithms: The Legal Grounds for Fairness as Awareness | Dec 18, 2020 | Causal InferenceFairness | —Unverified | 0 |
| Fairness and Accuracy in Federated Learning | Dec 18, 2020 | FairnessFederated Learning | —Unverified | 0 |
| Fair for All: Best-effort Fairness Guarantees for Classification | Dec 18, 2020 | AllClassification | —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 |
| Hiring from a pool of workers | Dec 17, 2020 | Fairness | —Unverified | 0 |
| Learning Fair Policies in Decentralized Cooperative Multi-Agent Reinforcement Learning | Dec 17, 2020 | FairnessMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| I3DOL: Incremental 3D Object Learning without Catastrophic Forgetting | Dec 16, 2020 | 3D Object ClassificationFairness | —Unverified | 0 |
| Exacerbating Algorithmic Bias through Fairness Attacks | Dec 16, 2020 | Adversarial AttackBIG-bench Machine Learning | CodeCode Available | 0 |
| Latent-CF: A Simple Baseline for Reverse Counterfactual Explanations | Dec 16, 2020 | counterfactualFairness | —Unverified | 0 |
| Online Learning Demands in Max-min Fairness | Dec 15, 2020 | Fairness | —Unverified | 0 |
| Bandit-based Communication-Efficient Client Selection Strategies for Federated Learning | Dec 14, 2020 | FairnessFederated Learning | —Unverified | 0 |
| Noisy Linear Convergence of Stochastic Gradient Descent for CV@R Statistical Learning under Polyak-Łojasiewicz Conditions | Dec 14, 2020 | Fairnessregression | —Unverified | 0 |
| Demystifying Deep Neural Networks Through Interpretation: A Survey | Dec 13, 2020 | FairnessSurvey | —Unverified | 0 |
| Trading the System Efficiency for the Income Equality of Drivers in Rideshare | Dec 12, 2020 | Fairnessvalid | —Unverified | 0 |
| TARA: Training and Representation Alteration for AI Fairness and Domain Generalization | Dec 11, 2020 | Domain AdaptationDomain Generalization | —Unverified | 0 |
| Conceptualization and Framework of Hybrid Intelligence Systems | Dec 11, 2020 | Fairness | —Unverified | 0 |
| Fairness in Rating Prediction by Awareness of Verbal and Gesture Quality of Public Speeches | Dec 11, 2020 | FairnessPrediction | CodeCode Available | 0 |
| Repurposing recidivism models for forecasting police officer use of force | Dec 10, 2020 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| Investigating Bias in Image Classification using Model Explanations | Dec 10, 2020 | Bias DetectionClassification | —Unverified | 0 |
| Improving the Fairness of Deep Generative Models without Retraining | Dec 9, 2020 | AttributeDiversity | CodeCode Available | 1 |
| A Statistical Test for Probabilistic Fairness | Dec 9, 2020 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Fairness Preferences, Actual and Hypothetical: A Study of Crowdworker Incentives | Dec 8, 2020 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Ditto: Fair and Robust Federated Learning Through Personalization | Dec 8, 2020 | FairnessFederated Learning | CodeCode Available | 1 |
| Reconfigurable Intelligent Surface Aided Constant-Envelope Wireless Power Transfer | Dec 7, 2020 | FairnessQuantization | —Unverified | 0 |
| Improving Fairness and Privacy in Selection Problems | Dec 7, 2020 | Decision MakingFairness | —Unverified | 0 |
| Empirical observation of negligible fairness-accuracy trade-offs in machine learning for public policy | Dec 5, 2020 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| FairOD: Fairness-aware Outlier Detection | Dec 5, 2020 | FairnessOutlier Detection | CodeCode Available | 0 |
| The Managerial Effects of Algorithmic Fairness Activism | Dec 4, 2020 | EthicsFairness | —Unverified | 0 |
| Mitigating Bias in Federated Learning | Dec 4, 2020 | FairnessFederated Learning | —Unverified | 0 |
| Non-portability of Algorithmic Fairness in India | Dec 3, 2020 | FairnessTranslation | —Unverified | 0 |
| Going Beyond Classification Accuracy Metrics in Model Compression | Dec 3, 2020 | ClassificationEdge-computing | CodeCode Available | 1 |
| FairBatch: Batch Selection for Model Fairness | Dec 3, 2020 | BIG-bench Machine LearningBilevel Optimization | CodeCode Available | 1 |
| Assignment Maximization | Dec 2, 2020 | Fairness | —Unverified | 0 |
| Towards Fairness in Classifying Medical Conversations into SOAP Sections | Dec 2, 2020 | Fairness | —Unverified | 0 |
| FAST: A Fairness Assured Service Recommendation Strategy Considering Service Capacity Constraint | Dec 2, 2020 | FairnessRecommendation Systems | —Unverified | 0 |