| Protecting the Protected Group: Circumventing Harmful Fairness | May 25, 2019 | Crime PredictionFairness | —Unverified | 0 |
| Average Individual Fairness: Algorithms, Generalization and Experiments | May 25, 2019 | ClassificationFairness | CodeCode Available | 0 |
| An Algorithmic Framework for Fairness Elicitation | May 25, 2019 | FairnessGeneralization Bounds | CodeCode Available | 0 |
| Fair Resource Allocation in Federated Learning | May 25, 2019 | FairnessFederated Learning | CodeCode Available | 0 |
| CERTIFAI: Counterfactual Explanations for Robustness, Transparency, Interpretability, and Fairness of Artificial Intelligence models | May 20, 2019 | counterfactualFairness | —Unverified | 0 |
| Contrastive Fairness in Machine Learning | May 17, 2019 | BIG-bench Machine LearningCausal Inference | —Unverified | 0 |
| Fairness in Machine Learning with Tractable Models | May 16, 2019 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| Fair Resource Allocation in Federated Learning | May 16, 2019 | FairnessFederated Learning | —Unverified | 0 |
| A Human-Centered Approach to Interactive Machine Learning | May 15, 2019 | BIG-bench Machine LearningDecision Making | —Unverified | 0 |
| Software Engineering for Fairness: A Case Study with Hyperparameter Optimization | May 14, 2019 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Proportionally Fair Clustering | May 9, 2019 | ClusteringFairness | —Unverified | 0 |
| Unified Adversarial Invariance | May 7, 2019 | DisentanglementFairness | —Unverified | 0 |
| Group Retention when Using Machine Learning in Sequential Decision Making: the Interplay between User Dynamics and Fairness | May 2, 2019 | Decision MakingFairness | —Unverified | 0 |
| Beyond Personalization: Research Directions in Multistakeholder Recommendation | May 1, 2019 | FairnessRecommendation Systems | —Unverified | 0 |
| Generative Adversarial Models for Learning Private and Fair Representations | May 1, 2019 | Fairness | —Unverified | 0 |
| Stochastic Learning of Additive Second-Order Penalties with Applications to Fairness | May 1, 2019 | Fairness | —Unverified | 0 |
| Fair Classification and Social Welfare | May 1, 2019 | ClassificationFairness | —Unverified | 0 |
| Learning Fair Representations via an Adversarial Framework | Apr 30, 2019 | ClassificationFairness | CodeCode Available | 0 |
| Fairness-Aware Ranking in Search & Recommendation Systems with Application to LinkedIn Talent Search | Apr 30, 2019 | FairnessRecommendation Systems | —Unverified | 0 |
| "Why Should You Trust My Explanation?" Understanding Uncertainty in LIME Explanations | Apr 29, 2019 | FairnessGeneral Classification | —Unverified | 0 |
| "Favoring my playmate seems fair": Inhibitory control and theory of mind in preschoolers' self-disadvantaging behaviors | Apr 25, 2019 | Fairness | —Unverified | 0 |
| On Fairness of Systemic Risk Measures | Apr 24, 2019 | Fairness | —Unverified | 0 |
| Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach | Apr 22, 2019 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| Tracking and Improving Information in the Service of Fairness | Apr 22, 2019 | Decision MakingFairness | —Unverified | 0 |
| Tutorial: Safe and Reliable Machine Learning | Apr 15, 2019 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| FairVis: Visual Analytics for Discovering Intersectional Bias in Machine Learning | Apr 10, 2019 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| Scanner Invariant Representations for Diffusion MRI Harmonization | Apr 10, 2019 | Diffusion MRIFairness | —Unverified | 0 |
| Attraction-Repulsion clustering with applications to fairness | Apr 10, 2019 | ClusteringDiversity | CodeCode Available | 0 |
| Randomized Kaczmarz Algorithm for Massive MIMO Systems with Channel Estimation and Spatial Correlation | Apr 8, 2019 | Fairness | CodeCode Available | 0 |
| Preference-Informed Fairness | Apr 3, 2019 | Decision MakingFairness | —Unverified | 0 |
| Fairness in Algorithmic Decision Making: An Excursion Through the Lens of Causality | Mar 27, 2019 | AttributeDecision Making | —Unverified | 0 |
| The Random Conditional Distribution for Higher-Order Probabilistic Inference | Mar 25, 2019 | FairnessProbabilistic Programming | —Unverified | 0 |
| The invisible power of fairness. How machine learning shapes democracy | Mar 22, 2019 | BIG-bench Machine LearningCultural Vocal Bursts Intensity Prediction | —Unverified | 0 |
| Multi-Differential Fairness Auditor for Black Box Classifiers | Mar 18, 2019 | Decision MakingFairness | —Unverified | 0 |
| Leveling the Playing Field -- Fairness in AI Versus Human Game Benchmarks | Mar 17, 2019 | Fairness | —Unverified | 0 |
| Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification | Mar 11, 2019 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| Learning Edge Properties in Graphs from Path Aggregations | Mar 11, 2019 | FairnessLink Prediction | CodeCode Available | 0 |
| Fairness for Robust Log Loss Classification | Mar 10, 2019 | ClassificationDecision Making | CodeCode Available | 0 |
| Copying Machine Learning Classifiers | Mar 5, 2019 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| On the Long-term Impact of Algorithmic Decision Policies: Effort Unfairness and Feature Segregation through Social Learning | Mar 4, 2019 | Decision MakingFairness | CodeCode Available | 0 |
| Fairness in Recommendation Ranking through Pairwise Comparisons | Mar 2, 2019 | FairnessRecommendation Systems | —Unverified | 0 |
| Multi-Criteria Dimensionality Reduction with Applications to Fairness | Feb 28, 2019 | Dimensionality ReductionFairness | CodeCode Available | 0 |
| Fair Estimation of Capital Risk Allocation | Feb 26, 2019 | Fairness | —Unverified | 0 |
| Scalable and Order-robust Continual Learning with Additive Parameter Decomposition | Feb 25, 2019 | Continual LearningFairness | CodeCode Available | 0 |
| Stable and Fair Classification | Feb 21, 2019 | ClassificationDecision Making | CodeCode Available | 0 |
| Capuchin: Causal Database Repair for Algorithmic Fairness | Feb 21, 2019 | Fairness | —Unverified | 0 |
| Sum Rate Fairness Trade-off-based Resource Allocation Technique for MISO NOMA Systems | Feb 15, 2019 | Fairness | —Unverified | 0 |
| The Fairness of Risk Scores Beyond Classification: Bipartite Ranking and the xAUC Metric | Feb 15, 2019 | Binary ClassificationFairness | CodeCode Available | 0 |
| Salus: Fine-Grained GPU Sharing Primitives for Deep Learning Applications | Feb 12, 2019 | CPUDeep Learning | CodeCode Available | 0 |
| Policy Learning for Fairness in Ranking | Feb 11, 2019 | FairnessLearning-To-Rank | CodeCode Available | 0 |