| Robust Fairness-aware Learning Under Sample Selection Bias | May 24, 2021 | FairnessSelection bias | —Unverified | 0 |
| Out-of-Distribution Detection in Dermatology using Input Perturbation and Subset Scanning | May 24, 2021 | FairnessOut-of-Distribution Detection | —Unverified | 0 |
| InfoFair: Information-Theoretic Intersectional Fairness | May 24, 2021 | AttributeBIG-bench Machine Learning | —Unverified | 0 |
| PROPm Allocations of Indivisible Goods to Multiple Agents | May 24, 2021 | Fairness | —Unverified | 0 |
| A Low-Delay MAC for IoT Applications: Decentralized Optimal Scheduling of Queues without Explicit State Information Sharing | May 24, 2021 | FairnessScheduling | —Unverified | 0 |
| Deconfounded Recommendation for Alleviating Bias Amplification | May 22, 2021 | FairnessRecommendation Systems | CodeCode Available | 1 |
| Impossibility results for fair representation | May 21, 2021 | Fairness | —Unverified | 0 |
| Scalable and Stable Surrogates for Flexible Classifiers with Fairness Constraints | May 21, 2021 | Fairness | —Unverified | 0 |
| Variational Causal Autoencoder for Interventional and Counterfactual Queries | May 21, 2021 | Causal Inferencecounterfactual | —Unverified | 0 |
| Sampling with Trusthworthy Constraints: A Variational Gradient Framework | May 21, 2021 | Bayesian InferenceFairness | CodeCode Available | 0 |
| Multi-group Agnostic PAC Learnability | May 20, 2021 | FairnessPAC learning | —Unverified | 0 |
| Fair and Efficient Resource Allocation with Partial Information | May 20, 2021 | Fairness | —Unverified | 0 |
| Measuring Model Fairness under Noisy Covariates: A Theoretical Perspective | May 20, 2021 | Fairness | —Unverified | 0 |
| Personalized Counterfactual Fairness in Recommendation | May 20, 2021 | counterfactualDecision Making | CodeCode Available | 1 |
| Guaranteeing Maximin Shares: Some Agents Left Behind | May 19, 2021 | Fairness | —Unverified | 0 |
| The State of AI Ethics Report (Volume 4) | May 19, 2021 | EthicsFairness | —Unverified | 0 |
| Achieving Fairness with a Simple Ridge Penalty | May 18, 2021 | FairnessModel Selection | —Unverified | 0 |
| Beyond "Fairness:" Structural (In)justice Lenses on AI for Education | May 18, 2021 | Fairness | —Unverified | 0 |
| Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency | May 18, 2021 | FairnessImage Cropping | CodeCode Available | 1 |
| Decision Making with Differential Privacy under a Fairness Lens | May 16, 2021 | Decision MakingFairness | —Unverified | 0 |
| Cohort Shapley value for algorithmic fairness | May 15, 2021 | AttributeFairness | CodeCode Available | 1 |
| Biometrics: Trust, but Verify | May 14, 2021 | Fairness | —Unverified | 0 |
| Towards Equity and Algorithmic Fairness in Student Grade Prediction | May 14, 2021 | FairnessPrediction | —Unverified | 0 |
| XAI Handbook: Towards a Unified Framework for Explainable AI | May 14, 2021 | Explainable Artificial Intelligence (XAI)Fairness | —Unverified | 0 |
| Bias, Fairness, and Accountability with AI and ML Algorithms | May 13, 2021 | Fairness | —Unverified | 0 |
| Evolutionary instability of selfish learning in repeated games | May 13, 2021 | Fairness | CodeCode Available | 0 |
| Addressing Fairness, Bias and Class Imbalance in Machine Learning: the FBI-loss | May 13, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| An Empirical Comparison of Bias Reduction Methods on Real-World Problems in High-Stakes Policy Settings | May 13, 2021 | BIG-bench Machine LearningFairness | CodeCode Available | 0 |
| Causally motivated Shortcut Removal Using Auxiliary Labels | May 13, 2021 | Causal InferenceDisentanglement | CodeCode Available | 0 |
| Fairness in Information Access Systems | May 12, 2021 | FairnessInformation Retrieval | —Unverified | 0 |
| ChaLearn LAP Large Scale Signer Independent Isolated Sign Language Recognition Challenge: Design, Results and Future Research | May 11, 2021 | DiversityFairness | —Unverified | 0 |
| Loss-Aversively Fair Classification | May 10, 2021 | ClassificationDecision Making | CodeCode Available | 0 |
| Accounting for Model Uncertainty in Algorithmic Discrimination | May 10, 2021 | Decision MakingFairness | —Unverified | 0 |
| Dynamic Multichannel Access via Multi-agent Reinforcement Learning: Throughput and Fairness Guarantees | May 10, 2021 | FairnessMulti-agent Reinforcement Learning | —Unverified | 0 |
| Improving Fairness of AI Systems with Lossless De-biasing | May 10, 2021 | Fairness | —Unverified | 0 |
| Societal Biases in Language Generation: Progress and Challenges | May 10, 2021 | FairnessText Generation | CodeCode Available | 1 |
| Transitioning from Real to Synthetic data: Quantifying the bias in model | May 10, 2021 | FairnessSynthetic Data Generation | —Unverified | 0 |
| Consistency of Constrained Spectral Clustering under Graph Induced Fair Planted Partitions | May 8, 2021 | AttributeClustering | —Unverified | 0 |
| Loss Tolerant Federated Learning | May 8, 2021 | FairnessFederated Learning | CodeCode Available | 0 |
| Pairwise Fairness for Ordinal Regression | May 7, 2021 | Binary ClassificationFairness | CodeCode Available | 0 |
| Multi-FR: A Multi-objective Optimization Framework for Multi-stakeholder Fairness-aware Recommendation | May 6, 2021 | FairnessRecommendation Systems | —Unverified | 0 |
| The Authors Matter: Understanding and Mitigating Implicit Bias in Deep Text Classification | May 6, 2021 | ClassificationFairness | —Unverified | 0 |
| Reliability Testing for Natural Language Processing Systems | May 6, 2021 | Fairness | —Unverified | 0 |
| CrossWalk: Fairness-enhanced Node Representation Learning | May 6, 2021 | FairnessLink Prediction | CodeCode Available | 1 |
| A Step Toward More Inclusive People Annotations for Fairness | May 5, 2021 | AttributeFairness | —Unverified | 0 |
| When Fair Ranking Meets Uncertain Inference | May 5, 2021 | Fairness | CodeCode Available | 0 |
| Distributive Justice and Fairness Metrics in Automated Decision-making: How Much Overlap Is There? | May 4, 2021 | Decision MakingFairness | —Unverified | 0 |
| Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective | May 3, 2021 | Bilevel OptimizationContinual Learning | CodeCode Available | 1 |
| A Rate-Splitting Strategy to Enable Joint Radar Sensing and Communication with Partial CSIT | May 3, 2021 | FairnessManagement | —Unverified | 0 |
| Computationally Efficient Optimization of Plackett-Luce Ranking Models for Relevance and Fairness | May 3, 2021 | Fairness | CodeCode Available | 1 |