| Towards a Unified Framework for Fair and Stable Graph Representation Learning | Feb 25, 2021 | counterfactualFairness | CodeCode Available | 1 |
| Towards Unbiased and Accurate Deferral to Multiple Experts | Feb 25, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| Classification with abstention but without disparities | Feb 24, 2021 | ClassificationFairness | CodeCode Available | 0 |
| 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 |
| On Meritocracy in Optimal Set Selection | Feb 23, 2021 | Fairness | —Unverified | 0 |
| Learning to Fairly Classify the Quality of Wireless Links | Feb 23, 2021 | Fairnessfeature selection | —Unverified | 0 |
| Local Calibration: Metrics and Recalibration | Feb 22, 2021 | Decision MakingFairness | —Unverified | 0 |
| Coping with Mistreatment in Fair Algorithms | Feb 22, 2021 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Causal Mediation Analysis with Hidden Confounders | Feb 21, 2021 | Causal InferenceFairness | —Unverified | 0 |
| Everything is Relative: Understanding Fairness with Optimal Transport | Feb 20, 2021 | Decision MakingFairness | —Unverified | 0 |
| Deep Learning-based Power Control for Cell-Free Massive MIMO Networks | Feb 20, 2021 | Fairness | —Unverified | 0 |
| User Subgrouping in Multicast Massive MIMO over Spatially Correlated Rayleigh Fading Channels | Feb 19, 2021 | Fairness | —Unverified | 0 |
| Fair Sparse Regression with Clustering: An Invex Relaxation for a Combinatorial Problem | Feb 19, 2021 | AttributeClustering | —Unverified | 0 |
| Sustainable and Resilient Systems for Intergenerational Justice | Feb 18, 2021 | Fairness | —Unverified | 0 |
| Maximizing Marginal Fairness for Dynamic Learning to Rank | Feb 18, 2021 | FairnessLearning-To-Rank | CodeCode Available | 0 |
| Learning Fair Representations for Recommendation: A Graph-based Perspective | Feb 18, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 |
| Strategic bidding in freight transport using deep reinforcement learning | Feb 18, 2021 | Deep Reinforcement LearningFairness | —Unverified | 0 |
| Towards the Right Kind of Fairness in AI | Feb 16, 2021 | EthicsFairness | —Unverified | 0 |
| Evaluating Fairness of Machine Learning Models Under Uncertain and Incomplete Information | Feb 16, 2021 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| Lexicographically Fair Learning: Algorithms and Generalization | Feb 16, 2021 | FairnessGeneralization Bounds | —Unverified | 0 |
| Where to locate COVID-19 mass vaccination facilities? | Feb 15, 2021 | Fairness | —Unverified | 0 |
| AI Ethics Needs Good Data | Feb 15, 2021 | EthicsFairness | —Unverified | 0 |
| Fair and Optimal Cohort Selection for Linear Utilities | Feb 15, 2021 | Decision MakingFairness | —Unverified | 0 |
| On the Impact of Device and Behavioral Heterogeneity in Federated Learning | Feb 15, 2021 | FairnessFederated Learning | —Unverified | 0 |
| Long-Term Resource Allocation Fairness in Average Markov Decision Process (AMDP) Environment | Feb 14, 2021 | Decision MakingFairness | —Unverified | 0 |
| Learning in Multi-Stage Decentralized Matching Markets | Feb 13, 2021 | Fairness | —Unverified | 0 |
| Technical Challenges for Training Fair Neural Networks | Feb 12, 2021 | FairnessMedical Diagnosis | —Unverified | 0 |
| MIMIC-IF: Interpretability and Fairness Evaluation of Deep Learning Models on MIMIC-IV Dataset | Feb 12, 2021 | FairnessFeature Importance | —Unverified | 0 |
| Testing Framework for Black-box AI Models | Feb 11, 2021 | Decision MakingFairness | —Unverified | 0 |
| Disentangled Representations from Non-Disentangled Models | Feb 11, 2021 | DisentanglementFairness | —Unverified | 0 |
| Investigating Trade-offs in Utility, Fairness and Differential Privacy in Neural Networks | Feb 11, 2021 | Fairness | —Unverified | 0 |
| Fairness Through Regularization for Learning to Rank | Feb 11, 2021 | Binary ClassificationFairness | —Unverified | 0 |
| Fairness-Aware PAC Learning from Corrupted Data | Feb 11, 2021 | FairnessPAC learning | —Unverified | 0 |
| Regret, stability & fairness in matching markets with bandit learners | Feb 11, 2021 | Fairness | —Unverified | 0 |
| Regularization Strategies for Quantile Regression | Feb 9, 2021 | Fairnessquantile regression | —Unverified | 0 |
| CaPC Learning: Confidential and Private Collaborative Learning | Feb 9, 2021 | FairnessFederated Learning | CodeCode Available | 1 |
| Output Perturbation for Differentially Private Convex Optimization: Faster and More General | Feb 9, 2021 | Adversarial RobustnessFairness | —Unverified | 0 |
| A Ranking Approach to Fair Classification | Feb 8, 2021 | ClassificationDecision Making | —Unverified | 0 |
| Learning to Generate Fair Clusters from Demonstrations | Feb 8, 2021 | ClusteringFairness | —Unverified | 0 |
| The FairCeptron: A Framework for Measuring Human Perceptions of Algorithmic Fairness | Feb 8, 2021 | Decision MakingFairness | CodeCode Available | 0 |
| Privacy-Preserving Near Neighbor Search via Sparse Coding with Ambiguation | Feb 8, 2021 | FairnessPrivacy Preserving | —Unverified | 0 |
| Assessing Fairness in Classification Parity of Machine Learning Models in Healthcare | Feb 7, 2021 | BIG-bench Machine LearningClassification | —Unverified | 0 |
| Removing biased data to improve fairness and accuracy | Feb 5, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| Fairness for Unobserved Characteristics: Insights from Technological Impacts on Queer Communities | Feb 3, 2021 | Fairness | —Unverified | 0 |
| BeFair: Addressing Fairness in the Banking Sector | Feb 3, 2021 | Fairness | —Unverified | 0 |
| Impact of Data Processing on Fairness in Supervised Learning | Feb 3, 2021 | Fairness | —Unverified | 0 |
| Key Technology Considerations in Developing and Deploying Machine Learning Models in Clinical Radiology Practice | Feb 3, 2021 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision | Feb 3, 2021 | BenchmarkingFairness | —Unverified | 0 |
| Agent Incentives: A Causal Perspective | Feb 2, 2021 | Fairness | —Unverified | 0 |