| ContrXT: Generating Contrastive Explanations from any Text Classifier | Dec 11, 2021 | Decision MakingExplainable artificial intelligence | CodeCode Available | 1 |
| 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 |
| Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley Values | Oct 4, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Focus! Rating XAI Methods and Finding Biases | Sep 28, 2021 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Quantitative Evaluation of Explainable Graph Neural Networks for Molecular Property Prediction | Jul 1, 2021 | Drug DiscoveryExplainable artificial intelligence | CodeCode Available | 1 |
| Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAy | Jun 24, 2021 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Synthetic Benchmarks for Scientific Research in Explainable Machine Learning | Jun 23, 2021 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 1 |
| To trust or not to trust an explanation: using LEAF to evaluate local linear XAI methods | Jun 1, 2021 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| MEG: Generating Molecular Counterfactual Explanations for Deep Graph Networks | Apr 16, 2021 | counterfactualExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| 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 |
| BayLIME: Bayesian Local Interpretable Model-Agnostic Explanations | Dec 5, 2020 | Explainable Artificial Intelligence (XAI)model | CodeCode Available | 1 |
| Landscape of R packages for eXplainable Artificial Intelligence | Sep 24, 2020 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning | Sep 10, 2020 | counterfactualExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Gaining Insight into SARS-CoV-2 Infection and COVID-19 Severity Using Self-supervised Edge Features and Graph Neural Networks | Jun 23, 2020 | Explainable Artificial Intelligence (XAI)General Classification | CodeCode Available | 1 |
| Embedded Encoder-Decoder in Convolutional Networks Towards Explainable AI | Jun 19, 2020 | DecoderExplainable artificial intelligence | CodeCode Available | 1 |
| How Much Can I Trust You? -- Quantifying Uncertainties in Explaining Neural Networks | Jun 16, 2020 | Explainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI | Mar 16, 2020 | BenchmarkingExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| xCos: An Explainable Cosine Metric for Face Verification Task | Mar 11, 2020 | Explainable Artificial Intelligence (XAI)Face Recognition | CodeCode Available | 1 |
| Proposed Guidelines for the Responsible Use of Explainable Machine Learning | Jun 8, 2019 | BIG-bench Machine LearningExplainable artificial intelligence | CodeCode Available | 1 |
| AudioMNIST: Exploring Explainable Artificial Intelligence for Audio Analysis on a Simple Benchmark | Jul 9, 2018 | Audio ClassificationDecision Making | CodeCode Available | 1 |
| RISE: Randomized Input Sampling for Explanation of Black-box Models | Jun 19, 2018 | Explainable Artificial Intelligence (XAI)Feature Importance | CodeCode Available | 1 |
| Explainable Artificial Intelligence in Biomedical Image Analysis: A Comprehensive Survey | Jul 9, 2025 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| Can "consciousness" be observed from large language model (LLM) internal states? Dissecting LLM representations obtained from Theory of Mind test with Integrated Information Theory and Span Representation analysis | Jun 26, 2025 | Explainable Artificial Intelligence (XAI)Interpretable Machine Learning | —Unverified | 0 |
| Towards Transparent AI: A Survey on Explainable Large Language Models | Jun 26, 2025 | DecoderExplainable artificial intelligence | —Unverified | 0 |
| Communicating Smartly in the Molecular Domain: Neural Networks in the Internet of Bio-Nano Things | Jun 25, 2025 | Dataset GenerationExplainable artificial intelligence | CodeCode Available | 0 |
