| Explainable AI Algorithms for Vibration Data-based Fault Detection: Use Case-adadpted Methods and Critical Evaluation | Jul 21, 2022 | Explainable Artificial Intelligence (XAI)Fault Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| ConvXAI: Delivering Heterogeneous AI Explanations via Conversations to Support Human-AI Scientific Writing | May 16, 2023 | Explainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| Neural Network Attribution Methods for Problems in Geoscience: A Novel Synthetic Benchmark Dataset | Mar 18, 2021 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| Explainable AI for Bioinformatics: Methods, Tools, and Applications | Dec 25, 2022 | Explainable artificial intelligenceExplainable 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 Fresh Look at Sanity Checks for Saliency Maps | May 3, 2024 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| Deep-BIAS: Detecting Structural Bias using Explainable AI | Apr 4, 2023 | Explainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| Deletion and Insertion Tests in Regression Models | May 25, 2022 | Additive modelsExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| ProtoPFormer: Concentrating on Prototypical Parts in Vision Transformers for Interpretable Image Recognition | Aug 22, 2022 | Decision MakingExplainable artificial intelligence | CodeCode Available | 1 | 5 |
| BASED-XAI: Breaking Ablation Studies Down for Explainable Artificial Intelligence | Jul 12, 2022 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| In-Context Explainers: Harnessing LLMs for Explaining Black Box Models | Oct 9, 2023 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| Collision Probability Distribution Estimation via Temporal Difference Learning | Jul 29, 2024 | AI AgentAutonomous Driving | CodeCode Available | 1 | 5 |
| Evaluation of Interpretability for Deep Learning algorithms in EEG Emotion Recognition: A case study in Autism | Nov 25, 2021 | EEGEEG Emotion Recognition | 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 |
| Embedded Encoder-Decoder in Convolutional Networks Towards Explainable AI | Jun 19, 2020 | DecoderExplainable artificial intelligence | CodeCode Available | 1 | 5 |
| Automatic Extraction of Linguistic Description from Fuzzy Rule Base | Apr 3, 2024 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| BALANCE: Bayesian Linear Attribution for Root Cause Localization | Jan 31, 2023 | Explainable Artificial Intelligence (XAI)Fault Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| 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 | 5 |
| Causality-Aware Local Interpretable Model-Agnostic Explanations | Dec 10, 2022 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 | 5 |
| 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 | 5 |
| BayLIME: Bayesian Local Interpretable Model-Agnostic Explanations | Dec 5, 2020 | Explainable Artificial Intelligence (XAI)model | CodeCode Available | 1 | 5 |
| Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine Learning | Jan 22, 2023 | Explainable Artificial Intelligence (XAI)Quantum Machine Learning | CodeCode Available | 1 | 5 |
| Synthetic Benchmarks for Scientific Research in Explainable Machine Learning | Jun 23, 2021 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
