| 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 |
| 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 |
| Explainable AI in Spatial Analysis | May 1, 2025 | Bias DetectionExplainable artificial intelligence | 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 |
| A Comprehensive Guide to Explainable AI: From Classical Models to LLMs | Dec 1, 2024 | Causal Inferencecounterfactual | CodeCode Available | 2 |
| Interpreting Object-level Foundation Models via Visual Precision Search | Nov 25, 2024 | Explainable Artificial Intelligence (XAI)Object | CodeCode Available | 2 |
| 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 |
| An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records | Jun 13, 2024 | Adversarial RobustnessExplainable 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 |
| Recipro-CAM: Fast gradient-free visual explanations for convolutional neural networks | Sep 28, 2022 | Explainable Artificial Intelligence (XAI) | CodeCode Available | 2 |
| OmniXAI: A Library for Explainable AI | Jun 1, 2022 | counterfactualCounterfactual Explanation | 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 |
| NeuroXAI: Adaptive, robust, explainable surrogate framework for determination of channel importance in EEG application | Sep 12, 2025 | channel selectionEEG | CodeCode Available | 1 |
| TIMING: Temporality-Aware Integrated Gradients for Time Series Explanation | Jun 5, 2025 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Time series saliency maps: explaining models across multiple domains | May 19, 2025 | Explainable Artificial Intelligence (XAI)Interpretability Techniques for Deep Learning | CodeCode Available | 1 |
| Explainable AI Components for Narrative Map Extraction | Mar 19, 2025 | Event DetectionExplainable artificial intelligence | CodeCode Available | 1 |
| A Wearable Device Dataset for Mental Health Assessment Using Laser Doppler Flowmetry and Fluorescence Spectroscopy Sensors | Feb 3, 2025 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | 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 |
| Collision Probability Distribution Estimation via Temporal Difference Learning | Jul 29, 2024 | AI AgentAutonomous Driving | CodeCode Available | 1 |
| A Fresh Look at Sanity Checks for Saliency Maps | May 3, 2024 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| MCPNet: An Interpretable Classifier via Multi-Level Concept Prototypes | Apr 13, 2024 | ClassificationDecision Making | CodeCode Available | 1 |
| Automatic Extraction of Linguistic Description from Fuzzy Rule Base | Apr 3, 2024 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| An Ensemble Framework for Explainable Geospatial Machine Learning Models | Mar 5, 2024 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| LangXAI: Integrating Large Vision Models for Generating Textual Explanations to Enhance Explainability in Visual Perception Tasks | Feb 19, 2024 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| 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 |
| Word-Level ASR Quality Estimation for Efficient Corpus Sampling and Post-Editing through Analyzing Attentions of a Reference-Free Metric | Jan 20, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| MICA: Towards Explainable Skin Lesion Diagnosis via Multi-Level Image-Concept Alignment | Jan 16, 2024 | Concept AlignmentExplainable artificial intelligence | CodeCode Available | 1 |
| Sanity Checks Revisited: An Exploration to Repair the Model Parameter Randomisation Test | Jan 12, 2024 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Mixture of Gaussian-distributed Prototypes with Generative Modelling for Interpretable and Trustworthy Image Recognition | Nov 30, 2023 | Explainable Artificial Intelligence (XAI)image-classification | CodeCode Available | 1 |
| Explaining black boxes with a SMILE: Statistical Model-agnostic Interpretability with Local Explanations | Nov 13, 2023 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Extracting human interpretable structure-property relationships in chemistry using XAI and large language models | Nov 7, 2023 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Local Universal Explainer (LUX) -- a rule-based explainer with factual, counterfactual and visual explanations | Oct 23, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| IoTGeM: Generalizable Models for Behaviour-Based IoT Attack Detection | Oct 17, 2023 | Explainable Artificial Intelligence (XAI)feature selection | CodeCode Available | 1 |
| In-Context Explainers: Harnessing LLMs for Explaining Black Box Models | Oct 9, 2023 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Trainable Noise Model as an XAI evaluation method: application on Sobol for remote sensing image segmentation | Oct 3, 2023 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Extending CAM-based XAI methods for Remote Sensing Imagery Segmentation | Oct 3, 2023 | Decision MakingExplainable artificial intelligence | CodeCode Available | 1 |
| Explaining Predictive Uncertainty with Information Theoretic Shapley Values | Sep 21, 2023 | Active LearningDecision Making Under Uncertainty | CodeCode Available | 1 |
| Insights Into the Inner Workings of Transformer Models for Protein Function Prediction | Sep 7, 2023 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Calibrated Explanations for Regression | Aug 30, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI Methods | Aug 11, 2023 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| WBCAtt: A White Blood Cell Dataset Annotated with Detailed Morphological Attributes | Jun 23, 2023 | AttributeExplainable 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 |
| Unlocking the black box of CNNs: Visualising the decision-making process with PRISM | May 13, 2023 | Decision MakingExplainable artificial intelligence | CodeCode Available | 1 |
| Calibrated Explanations: with Uncertainty Information and Counterfactuals | May 3, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| An XAI framework for robust and transparent data-driven wind turbine power curve models | Apr 19, 2023 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Deep-BIAS: Detecting Structural Bias using Explainable AI | Apr 4, 2023 | Explainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models | Mar 22, 2023 | Age EstimationDecision Making | CodeCode Available | 1 |
| Towards Trust of Explainable AI in Thyroid Nodule Diagnosis | Mar 8, 2023 | Decision MakingDensity Estimation | CodeCode Available | 1 |
| The Meta-Evaluation Problem in Explainable AI: Identifying Reliable Estimators with MetaQuantus | Feb 14, 2023 | Explainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| BALANCE: Bayesian Linear Attribution for Root Cause Localization | Jan 31, 2023 | Explainable Artificial Intelligence (XAI)Fault Detection | CodeCode Available | 1 |