| GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraints | Apr 19, 2022 | Additive modelsExplainable artificial intelligence | CodeCode Available | 5 |
| AXIAL: Attention-based eXplainability for Interpretable Alzheimer's Localized Diagnosis using 2D CNNs on 3D MRI brain scans | Jul 2, 2024 | 3D ClassificationAlzheimer's Disease Detection | CodeCode Available | 2 |
| Explainable AI in Spatial Analysis | May 1, 2025 | Bias DetectionExplainable artificial intelligence | CodeCode Available | 2 |
| A Comprehensive Guide to Explainable AI: From Classical Models to LLMs | Dec 1, 2024 | Causal Inferencecounterfactual | CodeCode Available | 2 |
| Prompt-CAM: A Simpler Interpretable Transformer for Fine-Grained Analysis | Jan 16, 2025 | Explainable Artificial Intelligence (XAI)Explainable Models | CodeCode Available | 2 |
| An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records | Jun 13, 2024 | Adversarial RobustnessExplainable Artificial Intelligence (XAI) | CodeCode Available | 2 |
| PnPXAI: A Universal XAI Framework Providing Automatic Explanations Across Diverse Modalities and Models | May 15, 2025 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 2 |
| OmniXAI: A Library for Explainable AI | Jun 1, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 2 |
| Recipro-CAM: Fast gradient-free visual explanations for convolutional neural networks | Sep 28, 2022 | Explainable Artificial Intelligence (XAI) | CodeCode Available | 2 |
| Adversarial attacks and defenses in explainable artificial intelligence: A survey | Jun 6, 2023 | Decision MakingExplainable artificial intelligence | CodeCode Available | 2 |
| Quantus: An Explainable AI Toolkit for Responsible Evaluation of Neural Network Explanations and Beyond | Feb 14, 2022 | Explainable Artificial Intelligence (XAI) | CodeCode Available | 2 |
| Interpreting Object-level Foundation Models via Visual Precision Search | Nov 25, 2024 | Explainable Artificial Intelligence (XAI)Object | CodeCode Available | 2 |
| 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 |
| Deep-BIAS: Detecting Structural Bias using Explainable AI | Apr 4, 2023 | Explainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Deletion and Insertion Tests in Regression Models | May 25, 2022 | Additive modelsExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| ContrXT: Generating Contrastive Explanations from any Text Classifier | Dec 11, 2021 | Decision MakingExplainable artificial intelligence | CodeCode Available | 1 |
| Confident Teacher, Confident Student? A Novel User Study Design for Investigating the Didactic Potential of Explanations and their Impact on Uncertainty | Sep 10, 2024 | Experimental DesignExplainable artificial intelligence | CodeCode Available | 1 |
| ConvXAI: Delivering Heterogeneous AI Explanations via Conversations to Support Human-AI Scientific Writing | May 16, 2023 | Explainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| 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 |
| A Fresh Look at Sanity Checks for Saliency Maps | May 3, 2024 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Calibrated Explanations: with Uncertainty Information and Counterfactuals | May 3, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| BayLIME: Bayesian Local Interpretable Model-Agnostic Explanations | Dec 5, 2020 | Explainable Artificial Intelligence (XAI)model | CodeCode Available | 1 |
| Collision Probability Distribution Estimation via Temporal Difference Learning | Jul 29, 2024 | AI AgentAutonomous Driving | CodeCode Available | 1 |
| BASED-XAI: Breaking Ablation Studies Down for Explainable Artificial Intelligence | Jul 12, 2022 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Calibrated Explanations for Regression | Aug 30, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
