| Fair Decision Rules for Binary Classification | Jul 3, 2021 | Binary ClassificationClassification | —Unverified | 0 |
| What do End-to-End Speech Models Learn about Speaker, Language and Channel Information? A Layer-wise and Neuron-level Analysis | Jul 1, 2021 | Decision MakingDialect Identification | —Unverified | 0 |
| Unaware Fairness: Hierarchical Random Forest for Protected Classes | Jun 30, 2021 | Fairness | —Unverified | 0 |
| Non-Comparative Fairness for Human-Auditing and Its Relation to Traditional Fairness Notions | Jun 29, 2021 | FairnessRelation | —Unverified | 0 |
| Privacy Budget Scheduling | Jun 29, 2021 | CPUFairness | CodeCode Available | 1 |
| Subgroup Generalization and Fairness of Graph Neural Networks | Jun 29, 2021 | Fairness | CodeCode Available | 0 |
| Quantifying Social Biases in NLP: A Generalization and Empirical Comparison of Extrinsic Fairness Metrics | Jun 28, 2021 | Fairness | CodeCode Available | 0 |
| Improved Approximation Algorithms for Individually Fair Clustering | Jun 26, 2021 | ClusteringFairness | —Unverified | 0 |
| Balancing Accuracy and Fairness for Interactive Recommendation with Reinforcement Learning | Jun 25, 2021 | FairnessInteractive Recommendation | —Unverified | 0 |
| Constrained Classification and Policy Learning | Jun 24, 2021 | ClassificationFairness | —Unverified | 0 |
| Towards Understanding and Mitigating Social Biases in Language Models | Jun 24, 2021 | Decision MakingFairness | CodeCode Available | 1 |
| What will it take to generate fairness-preserving explanations? | Jun 24, 2021 | Fairness | —Unverified | 0 |
| Multi-objective Asynchronous Successive Halving | Jun 23, 2021 | FairnessHyperparameter Optimization | CodeCode Available | 3 |
| Best-Case Lower Bounds in Online Learning | Jun 23, 2021 | Fairness | —Unverified | 0 |
| Fairness via Representation Neutralization | Jun 23, 2021 | AttributeClassification | —Unverified | 0 |
| Fairness in Cardiac MR Image Analysis: An Investigation of Bias Due to Data Imbalance in Deep Learning Based Segmentation | Jun 23, 2021 | FairnessMeta-Learning | —Unverified | 0 |
| A Unified Approach to Fair Online Learning via Blackwell Approachability | Jun 23, 2021 | Fairness | —Unverified | 0 |
| Fairness for Image Generation with Uncertain Sensitive Attributes | Jun 23, 2021 | FairnessImage Generation | CodeCode Available | 1 |
| Better Algorithms for Individually Fair k-Clustering | Jun 23, 2021 | ClusteringFairness | CodeCode Available | 0 |
| DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy? | Jun 22, 2021 | Deep LearningFairness | CodeCode Available | 0 |
| FLEA: Provably Robust Fair Multisource Learning from Unreliable Training Data | Jun 22, 2021 | Fairness | CodeCode Available | 0 |
| Evaluating Team Skill Aggregation in Online Competitive Games | Jun 21, 2021 | Fairness | —Unverified | 0 |
| Does Robustness Improve Fairness? Approaching Fairness with Word Substitution Robustness Methods for Text Classification | Jun 21, 2021 | Data AugmentationFairness | —Unverified | 0 |
| Interpretable Face Manipulation Detection via Feature Whitening | Jun 21, 2021 | Fairness | —Unverified | 0 |
| Algorithmic Bias and Data Bias: Understanding the Relation between Distributionally Robust Optimization and Data Curation | Jun 17, 2021 | Adversarial RobustnessFairness | —Unverified | 0 |
