| 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 |
| To be Robust or to be Fair: Towards Fairness in Adversarial Training | Oct 13, 2020 | Fairness | CodeCode Available | 1 |
| On the Fairness of Causal Algorithmic Recourse | Oct 13, 2020 | counterfactualFairness | 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 |
| Intra-Processing Methods for Debiasing Neural Networks | Jun 15, 2020 | Face RecognitionFairness | CodeCode Available | 1 |
| On Disentangled Representations Learned From Correlated Data | Jun 14, 2020 | DisentanglementFairness | CodeCode Available | 1 |
| Controlling Fairness and Bias in Dynamic Learning-to-Rank | May 29, 2020 | ArticlesFairness | CodeCode Available | 1 |
| Ethical Adversaries: Towards Mitigating Unfairness with Adversarial Machine Learning | May 14, 2020 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Cyberbullying Detection with Fairness Constraints | May 9, 2020 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Adversarial Graph Embeddings for Fair Influence Maximization over Social Networks | May 8, 2020 | ClusteringFairness | CodeCode Available | 1 |
| In Pursuit of Interpretable, Fair and Accurate Machine Learning for Criminal Recidivism Prediction | May 8, 2020 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences | May 2, 2020 | FairnessGesture Recognition | CodeCode Available | 1 |
| Genetic programming approaches to learning fair classifiers | Apr 28, 2020 | Decision MakingFairness | CodeCode Available | 1 |
| Curiosity-Driven Energy-Efficient Worker Scheduling in Vehicular Crowdsourcing: A Deep Reinforcement Learning Approach | Apr 24, 2020 | Deep Reinforcement LearningFairness | CodeCode Available | 1 |
| Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection | Apr 16, 2020 | FairnessMulti-class Classification | CodeCode Available | 1 |
| FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking | Apr 4, 2020 | FairnessMulti-Object Tracking | CodeCode Available | 1 |
| Face Quality Estimation and Its Correlation to Demographic and Non-Demographic Bias in Face Recognition | Apr 2, 2020 | Face RecognitionFairness | CodeCode Available | 1 |
| Learning Unbiased Representations via Mutual Information Backpropagation | Mar 13, 2020 | Fairness | CodeCode Available | 1 |
| Hurtful Words: Quantifying Biases in Clinical Contextual Word Embeddings | Mar 11, 2020 | FairnessWord Embeddings | CodeCode Available | 1 |
| Exactly Computing the Local Lipschitz Constant of ReLU Networks | Mar 2, 2020 | Fairness | CodeCode Available | 1 |
| FairRec: Two-Sided Fairness for Personalized Recommendations in Two-Sided Platforms | Feb 25, 2020 | FairnessVocal Bursts Valence Prediction | CodeCode Available | 1 |
| Learning Certified Individually Fair Representations | Feb 24, 2020 | FairnessRepresentation Learning | CodeCode Available | 1 |
| Multilingual Twitter Corpus and Baselines for Evaluating Demographic Bias in Hate Speech Recognition | Feb 24, 2020 | Document ClassificationFairness | CodeCode Available | 1 |
| FR-Train: A Mutual Information-Based Approach to Fair and Robust Training | Feb 24, 2020 | Data PoisoningFairness | CodeCode Available | 1 |
| CheXclusion: Fairness gaps in deep chest X-ray classifiers | Feb 14, 2020 | AllDiagnostic | CodeCode Available | 1 |
| Weakly-Supervised Disentanglement Without Compromises | Feb 7, 2020 | DisentanglementFairness | CodeCode Available | 1 |
| Deontological Ethics By Monotonicity Shape Constraints | Jan 31, 2020 | EthicsFairness | CodeCode Available | 1 |
| Teaching Software Engineering for AI-Enabled Systems | Jan 18, 2020 | EthicsFairness | CodeCode Available | 1 |
| RobBERT: a Dutch RoBERTa-based Language Model | Jan 17, 2020 | FairnessLanguage Modeling | CodeCode Available | 1 |
