| FairPut: A Light Framework for Machine Learning Fairness with LightGBM | Oct 22, 2020 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Incorporating Interpretable Output Constraints in Bayesian Neural Networks | Oct 21, 2020 | FairnessUncertainty Quantification | CodeCode Available | 1 |
| RobustBench: a standardized adversarial robustness benchmark | Oct 19, 2020 | Adversarial RobustnessBenchmarking | CodeCode Available | 1 |
| Environment Inference for Invariant Learning | Oct 14, 2020 | Domain GeneralizationFairness | CodeCode Available | 1 |
| On the Fairness of Causal Algorithmic Recourse | Oct 13, 2020 | counterfactualFairness | CodeCode Available | 1 |
| To be Robust or to be Fair: Towards Fairness in Adversarial Training | Oct 13, 2020 | Fairness | CodeCode Available | 1 |
| Learning the Pareto Front with Hypernetworks | Oct 8, 2020 | FairnessMultiobjective Optimization | CodeCode Available | 1 |
| SPPL: Probabilistic Programming with Fast Exact Symbolic Inference | Oct 7, 2020 | FairnessProbabilistic Programming | CodeCode Available | 1 |
| Astraea: Grammar-based Fairness Testing | Oct 6, 2020 | FairnessFault Diagnosis | CodeCode Available | 1 |
| MARS-Gym: A Gym framework to model, train, and evaluate Recommender Systems for Marketplaces | Sep 30, 2020 | FairnessRecommendation Systems | CodeCode Available | 1 |
| Say No to the Discrimination: Learning Fair Graph Neural Networks with Limited Sensitive Attribute Information | Sep 3, 2020 | AttributeFairness | CodeCode Available | 1 |
| Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning | Aug 27, 2020 | Deep LearningFairness | CodeCode Available | 1 |
| Collaborative Fairness in Federated Learning | Aug 27, 2020 | Collaborative FairnessFairness | CodeCode Available | 1 |
| Accuracy and Fairness Trade-offs in Machine Learning: A Stochastic Multi-Objective Approach | Aug 3, 2020 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| SOCRATES: Towards a Unified Platform for Neural Network Analysis | Jul 22, 2020 | Face RecognitionFairness | CodeCode Available | 1 |
| An Empirical Characterization of Fair Machine Learning For Clinical Risk Prediction | Jul 20, 2020 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Joint Trajectory and Passive Beamforming Design for Intelligent Reflecting Surface-Aided UAV Communications: A Deep Reinforcement Learning Approach | Jul 16, 2020 | Deep Reinforcement LearningFairness | CodeCode Available | 1 |
| Attack of the Tails: Yes, You Really Can Backdoor Federated Learning | Jul 9, 2020 | FairnessFederated Learning | CodeCode Available | 1 |
| LFQ: Online Learning of Per-flow Queuing Policies using Deep Reinforcement Learning | Jul 6, 2020 | Deep Reinforcement LearningFairness | CodeCode Available | 1 |
| Tilted Empirical Risk Minimization | Jul 2, 2020 | Fairness | CodeCode Available | 1 |
| Fairness without Demographics through Adversarially Reweighted Learning | Jun 23, 2020 | Fairness | CodeCode Available | 1 |
| Federated Learning Meets Multi-objective Optimization | Jun 20, 2020 | FairnessFederated Learning | CodeCode Available | 1 |
| Algorithmic Decision Making with Conditional Fairness | Jun 18, 2020 | Decision MakingFairness | CodeCode Available | 1 |
| Fairness Through Robustness: Investigating Robustness Disparity in Deep Learning | Jun 17, 2020 | Decision MakingDeep Learning | CodeCode Available | 1 |
| Causal intersectionality for fair ranking | Jun 15, 2020 | Causal InferenceFairness | CodeCode Available | 1 |
