| Nonparametric IPSS: Fast, flexible feature selection with false discovery control | Oct 3, 2024 | Feature Importancefeature selection | CodeCode Available | 0 | 5 |
| Feature importance to explain multimodal prediction models. A clinical use case | Apr 29, 2024 | Feature ImportanceMortality Prediction | CodeCode Available | 0 | 5 |
| Feature Importance Measure for Non-linear Learning Algorithms | Nov 22, 2016 | Feature ImportancePrediction | CodeCode Available | 0 | 5 |
| From Feature Importance to Natural Language Explanations Using LLMs with RAG | Jul 30, 2024 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 | 5 |
| Enhancing interpretability of rule-based classifiers through feature graphs | Jun 16, 2025 | DiagnosticFeature Importance | CodeCode Available | 0 | 5 |
| An ensemble meta-estimator to predict source code testability | Aug 20, 2022 | Feature Importanceregression | CodeCode Available | 0 | 5 |
| Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse | Oct 29, 2024 | Feature Importance | CodeCode Available | 0 | 5 |
| Explanation by Progressive Exaggeration | Nov 1, 2019 | Feature ImportanceGeneral Classification | CodeCode Available | 0 | 5 |
| Evaluating Explainable Methods for Predictive Process Analytics: A Functionally-Grounded Approach | Dec 8, 2020 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 0 | 5 |
| A Benchmark for Interpretability Methods in Deep Neural Networks | Jun 28, 2018 | Feature Importanceimage-classification | CodeCode Available | 0 | 5 |
| Calculating and Visualizing Counterfactual Feature Importance Values | Jun 10, 2023 | counterfactualCounterfactual Explanation | CodeCode Available | 0 | 5 |
| Explain to Fix: A Framework to Interpret and Correct DNN Object Detector Predictions | Nov 19, 2018 | Computational EfficiencyFeature Importance | CodeCode Available | 0 | 5 |
| BrainMetDetect: Predicting Primary Tumor from Brain Metastasis MRI Data Using Radiomic Features and Machine Learning Algorithms | Jul 6, 2024 | DiagnosticFeature Importance | CodeCode Available | 0 | 5 |
| Extensive Evaluation of Transformer-based Architectures for Adverse Drug Events Extraction | Jun 8, 2023 | Feature ImportancePharmacovigilance | CodeCode Available | 0 | 5 |
| End-to-end Feature Selection Approach for Learning Skinny Trees | Oct 28, 2023 | Ensemble LearningFeature Compression | CodeCode Available | 0 | 5 |
| BMX: Boosting Natural Language Generation Metrics with Explainability | Dec 20, 2022 | Feature ImportanceMachine Translation | CodeCode Available | 0 | 5 |
| Explaining COVID-19 and Thoracic Pathology Model Predictions by Identifying Informative Input Features | Apr 1, 2021 | Feature ImportancePrediction | CodeCode Available | 0 | 5 |
| Explainable Post hoc Portfolio Management Financial Policy of a Deep Reinforcement Learning agent | Jul 19, 2024 | Deep Reinforcement LearningFeature Importance | CodeCode Available | 0 | 5 |
| Graph machine learning for flight delay prediction due to holding manouver | Feb 6, 2025 | Feature ImportanceGraph Attention | CodeCode Available | 0 | 5 |
| Explaining word embeddings with perfect fidelity: Case study in research impact prediction | Sep 24, 2024 | ArticlesFeature Importance | CodeCode Available | 0 | 5 |
| Elastic Net based Feature Ranking and Selection | Dec 30, 2020 | Feature Importancefeature selection | CodeCode Available | 0 | 5 |
| Explainable Debugger for Black-box Machine Learning Models | Jul 18, 2021 | Anomaly DetectionBIG-bench Machine Learning | CodeCode Available | 0 | 5 |
| Enhancing Interpretability and Generalizability in Extended Isolation Forests | Oct 9, 2023 | Anomaly DetectionFeature Importance | CodeCode Available | 0 | 5 |
| Explainable Deep-Learning Based Potentially Hazardous Asteroids Classification Using Graph Neural Networks | Apr 25, 2025 | Autonomous NavigationFeature Importance | CodeCode Available | 0 | 5 |
| EFI: A Toolbox for Feature Importance Fusion and Interpretation in Python | Aug 8, 2022 | Feature Importance | CodeCode Available | 0 | 5 |
