| Discovery of Nonlinear Dynamical Systems using a Runge-Kutta Inspired Dictionary-based Sparse Regression Approach | May 11, 2021 | Dictionary LearningExplainable Models | CodeCode Available | 1 | 5 |
| CDT: Cascading Decision Trees for Explainable Reinforcement Learning | Nov 15, 2020 | Deep Reinforcement LearningExplainable Models | CodeCode Available | 1 | 5 |
| Data Science Principles for Interpretable and Explainable AI | May 17, 2024 | Explainable Models | CodeCode Available | 0 | 5 |
| Tell me why: Visual foundation models as self-explainable classifiers | Feb 26, 2025 | Explainable Models | CodeCode Available | 0 | 5 |
| Smoothing Entailment Graphs with Language Models | Jul 30, 2022 | DiversityExplainable Models | CodeCode Available | 0 | 5 |
| The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-Explainable Model with Counterfactual Explanations | Sep 19, 2024 | Classificationcounterfactual | CodeCode Available | 0 | 5 |
| Towards Human-centered Explainable AI: A Survey of User Studies for Model Explanations | Oct 20, 2022 | Explainable Artificial Intelligence (XAI)Explainable Models | CodeCode Available | 0 | 5 |
| Benchmarking the Attribution Quality of Vision Models | Jul 16, 2024 | BenchmarkingExplainable Models | CodeCode Available | 0 | 5 |
| Constructing and explaining machine learning models for chemistry: example of the exploration and design of boron-based Lewis acids | Jan 2, 2025 | Explainable Models | CodeCode Available | 0 | 5 |
| Reproducibility study of "LICO: Explainable Models with Language-Image Consistency" | Oct 17, 2024 | Explainable Modelsimage-classification | CodeCode Available | 0 | 5 |
| Relational Boosted Bandits | Dec 16, 2020 | AttributeDescriptive | CodeCode Available | 0 | 5 |
| ProtoS-ViT: Visual foundation models for sparse self-explainable classifications | Jun 14, 2024 | Explainable Models | CodeCode Available | 0 | 5 |
| Attack-agnostic Adversarial Detection on Medical Data Using Explainable Machine Learning | May 5, 2021 | Adversarial AttackAnomaly Detection | CodeCode Available | 0 | 5 |
| Prototype-based Interpretable Breast Cancer Prediction Models: Analysis and Challenges | Mar 29, 2024 | Explainable Models | CodeCode Available | 0 | 5 |
| Multimodal Explanations: Justifying Decisions and Pointing to the Evidence | Feb 15, 2018 | Activity RecognitionExplainable Models | CodeCode Available | 0 | 5 |
| Large Language Models for Cyber Security: A Systematic Literature Review | May 8, 2024 | Explainable ModelsIntrusion Detection | CodeCode Available | 0 | 5 |
| Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery | Dec 10, 2019 | Explainable Modelsregression | CodeCode Available | 0 | 5 |
| Pantypes: Diverse Representatives for Self-Explainable Models | Mar 14, 2024 | DiversityExplainable Models | CodeCode Available | 0 | 5 |
| Prototype-based Interpretable Graph Neural Networks | Nov 16, 2022 | Explainable ModelsGraph Neural Network | CodeCode Available | 0 | 5 |
| HEARTS: A Holistic Framework for Explainable, Sustainable and Robust Text Stereotype Detection | Sep 17, 2024 | Explainable ModelsIn-Context Learning | CodeCode Available | 0 | 5 |
| Gaussian Process Neural Additive Models | Feb 19, 2024 | Additive modelsExplainable Models | CodeCode Available | 0 | 5 |
| Global and Local Interpretation of black-box Machine Learning models to determine prognostic factors from early COVID-19 data | Sep 10, 2021 | BIG-bench Machine LearningExplainable Models | CodeCode Available | 0 | 5 |
| FreqRISE: Explaining time series using frequency masking | Jun 19, 2024 | Decision MakingExplainable artificial intelligence | CodeCode Available | 0 | 5 |
| Accurate Explanation Model for Image Classifiers using Class Association Embedding | Jun 12, 2024 | ClassificationExplainable Models | CodeCode Available | 0 | 5 |
| EXPLAN: Explaining Black-box Classifiers using Adaptive Neighborhood Generation | Jul 19, 2020 | Explainable artificial intelligenceExplainable Models | CodeCode Available | 0 | 5 |
