| Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset | Nov 2, 2020 | Feature ImportancePerson Re-Identification | CodeCode Available | 1 |
| Shapley Flow: A Graph-based Approach to Interpreting Model Predictions | Oct 27, 2020 | Feature Importance | CodeCode Available | 1 |
| Benchmarking Deep Learning Interpretability in Time Series Predictions | Oct 26, 2020 | BenchmarkingDeep Learning | CodeCode Available | 1 |
| Measuring Association Between Labels and Free-Text Rationales | Oct 24, 2020 | Decision MakingFeature Importance | CodeCode Available | 1 |
| Feature Importance Ranking for Deep Learning | Oct 18, 2020 | Combinatorial OptimizationDeep Learning | CodeCode Available | 1 |
| Understanding Information Processing in Human Brain by Interpreting Machine Learning Models | Oct 17, 2020 | BIG-bench Machine LearningDimensionality Reduction | CodeCode Available | 1 |
| Interpretable Machine Learning for COVID-19: An Empirical Study on Severity Prediction Task | Sep 30, 2020 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 |
| agtboost: Adaptive and Automatic Gradient Tree Boosting Computations | Aug 28, 2020 | Feature Importance | CodeCode Available | 1 |
| Reliable Post hoc Explanations: Modeling Uncertainty in Explainability | Aug 11, 2020 | Feature Importance | CodeCode Available | 1 |
| Interpretable Anomaly Detection with DIFFI: Depth-based Isolation Forest Feature Importance | Jul 21, 2020 | Anomaly DetectionFeature Importance | CodeCode Available | 1 |
| General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models | Jul 8, 2020 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 |
| Invertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors | Jun 27, 2020 | ClusteringDimensionality Reduction | CodeCode Available | 1 |
| Widening the Pipeline in Human-Guided Reinforcement Learning with Explanation and Context-Aware Data Augmentation | Jun 26, 2020 | Atari GamesData Augmentation | CodeCode Available | 1 |
| Efficient nonparametric statistical inference on population feature importance using Shapley values | Jun 16, 2020 | Feature ImportanceMortality Prediction | CodeCode Available | 1 |
| Nonparametric Feature Impact and Importance | Jun 8, 2020 | Feature Importancefeature selection | CodeCode Available | 1 |
| DBA: Distributed Backdoor Attacks against Federated Learning | May 1, 2020 | Backdoor AttackFeature Importance | CodeCode Available | 1 |
| Learning to Faithfully Rationalize by Construction | Apr 30, 2020 | Feature Importancetext-classification | CodeCode Available | 1 |
| Understanding Global Feature Contributions With Additive Importance Measures | Apr 1, 2020 | Feature Importance | CodeCode Available | 1 |
| Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI | Mar 16, 2020 | BenchmarkingExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| A Matlab Toolbox for Feature Importance Ranking | Mar 10, 2020 | Feature Importancefeature selection | CodeCode Available | 1 |
| Explainability and Adversarial Robustness for RNNs | Dec 20, 2019 | Adversarial RobustnessFeature Importance | CodeCode Available | 1 |
| FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction | May 23, 2019 | Click-Through Rate PredictionFeature Importance | CodeCode Available | 1 |
| Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees | May 18, 2019 | Feature EngineeringFeature Importance | CodeCode Available | 1 |
| Interpret Federated Learning with Shapley Values | May 11, 2019 | Feature ImportanceFederated Learning | CodeCode Available | 1 |
| Interpretable machine learning: definitions, methods, and applications | Jan 14, 2019 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 |
