| CAFO: Feature-Centric Explanation on Time Series Classification | Jun 3, 2024 | ClassificationFeature Importance | CodeCode Available | 1 | 5 |
| A Matlab Toolbox for Feature Importance Ranking | Mar 10, 2020 | Feature Importancefeature selection | CodeCode Available | 1 | 5 |
| Amazon SageMaker Clarify: Machine Learning Bias Detection and Explainability in the Cloud | Sep 7, 2021 | Bias DetectionBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| Cards Against AI: Predicting Humor in a Fill-in-the-blank Party Game | Oct 24, 2022 | Feature Importance | CodeCode Available | 1 | 5 |
| Joint Shapley values: a measure of joint feature importance | Jul 23, 2021 | Feature Importance | CodeCode Available | 1 | 5 |
| Label-Free Explainability for Unsupervised Models | Mar 3, 2022 | Feature Importance | CodeCode Available | 1 | 5 |
| LFI-CAM: Learning Feature Importance for Better Visual Explanation | May 3, 2021 | ClassificationDecision Making | CodeCode Available | 1 | 5 |
| Local Universal Explainer (LUX) -- a rule-based explainer with factual, counterfactual and visual explanations | Oct 23, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 | 5 |
| Concept Activation Regions: A Generalized Framework For Concept-Based Explanations | Sep 22, 2022 | Feature Importance | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Compressing Features for Learning with Noisy Labels | Jun 27, 2022 | Feature CompressionFeature Importance | CodeCode Available | 1 | 5 |
| MusicLIME: Explainable Multimodal Music Understanding | Sep 16, 2024 | Decision MakingFairness | CodeCode Available | 1 | 5 |
| ControlBurn: Feature Selection by Sparse Forests | Jul 1, 2021 | Feature Importancefeature selection | CodeCode Available | 1 | 5 |
| Deep Learning for Gamma-Ray Bursts: A data driven event framework for X/Gamma-Ray analysis in space telescopes | Jan 28, 2024 | Anomaly DetectionExplainable artificial intelligence | CodeCode Available | 1 | 5 |
| Efficient nonparametric statistical inference on population feature importance using Shapley values | Jun 16, 2020 | Feature ImportanceMortality Prediction | CodeCode Available | 1 | 5 |
| Counterfactual Shapley Additive Explanations | Oct 27, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 | 5 |
| Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels | Sep 25, 2023 | Anomaly DetectionComputational Efficiency | CodeCode Available | 1 | 5 |
| Development of Interpretable Machine Learning Models to Detect Arrhythmia based on ECG Data | May 5, 2022 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 | 5 |
| Disentangled Attribution Curves for Interpreting Random Forests and Boosted Trees | May 18, 2019 | Feature EngineeringFeature Importance | CodeCode Available | 1 | 5 |
| Do We Need Another Explainable AI Method? Toward Unifying Post-hoc XAI Evaluation Methods into an Interactive and Multi-dimensional Benchmark | Jun 8, 2022 | BenchmarkingExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| Evaluating Explainable AI on a Multi-Modal Medical Imaging Task: Can Existing Algorithms Fulfill Clinical Requirements? | Mar 12, 2022 | Explainable Artificial Intelligence (XAI)Feature Importance | CodeCode Available | 1 | 5 |
| A Unified Approach to Interpreting Model Predictions | May 22, 2017 | Feature ImportanceImage Attribution | CodeCode Available | 1 | 5 |
| agtboost: Adaptive and Automatic Gradient Tree Boosting Computations | Aug 28, 2020 | Feature Importance | CodeCode Available | 1 | 5 |
| Explainability and Adversarial Robustness for RNNs | Dec 20, 2019 | Adversarial RobustnessFeature Importance | CodeCode Available | 1 | 5 |
| FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification | Jul 11, 2024 | Domain AdaptationFairness | CodeCode Available | 1 | 5 |
