| Prompt-CAM: A Simpler Interpretable Transformer for Fine-Grained Analysis | Jan 16, 2025 | Explainable Artificial Intelligence (XAI)Explainable Models | CodeCode Available | 2 | 5 |
| 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 | 5 |
| CaBRNet, an open-source library for developing and evaluating Case-Based Reasoning Models | Sep 25, 2024 | Explainable Models | CodeCode Available | 1 | 5 |
| ExDDV: A New Dataset for Explainable Deepfake Detection in Video | Mar 18, 2025 | DeepFake DetectionExplainable Models | CodeCode Available | 1 | 5 |
| UKP-SQUARE: An Online Platform for Question Answering Research | Mar 25, 2022 | Explainable ModelsInformation Retrieval | CodeCode Available | 1 | 5 |
| BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology | Mar 26, 2025 | Explainable ModelsGraph Neural Network | CodeCode Available | 1 | 5 |
| Explaining Chest X-ray Pathologies in Natural Language | Jul 9, 2022 | Explainable Models | CodeCode Available | 1 | 5 |
| TraceFL: Interpretability-Driven Debugging in Federated Learning via Neuron Provenance | Dec 21, 2023 | Explainable ModelsFault localization | CodeCode Available | 1 | 5 |
| One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and Classification | Feb 28, 2022 | AllCell Detection | CodeCode Available | 1 | 5 |
| Learning Universal Shape Dictionary for Realtime Instance Segmentation | Dec 2, 2020 | Explainable ModelsGPU | CodeCode Available | 1 | 5 |
| Towards Musically Meaningful Explanations Using Source Separation | Sep 4, 2020 | Explainable ModelsImage Segmentation | CodeCode Available | 1 | 5 |
| Improved CNN-based Learning of Interpolation Filters for Low-Complexity Inter Prediction in Video Coding | Jun 16, 2021 | Explainable ModelsMotion Compensation | CodeCode Available | 1 | 5 |
| EXTRA: Explanation Ranking Datasets for Explainable Recommendation | Feb 20, 2021 | Explainable ModelsExplainable Recommendation | CodeCode Available | 1 | 5 |
| dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification | Jul 25, 2022 | ClassificationExplainable Models | CodeCode Available | 1 | 5 |
| xFraud: Explainable Fraud Transaction Detection | Nov 24, 2020 | Explainable ModelsFraud Detection | CodeCode Available | 1 | 5 |
| UKP-SQuARE v2: Explainability and Adversarial Attacks for Trustworthy QA | Aug 19, 2022 | Adversarial AttackExplainable Models | CodeCode Available | 1 | 5 |
| Consistent Explanations by Contrastive Learning | Oct 1, 2021 | Contrastive LearningExplainable artificial intelligence | CodeCode Available | 1 | 5 |
| Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals | Nov 23, 2020 | Explainable ModelsGeneral Classification | CodeCode Available | 1 | 5 |
| Physically Explainable CNN for SAR Image Classification | Oct 27, 2021 | ClassificationExplainable Models | CodeCode Available | 1 | 5 |
| Explainable fault and severity classification for rolling element bearings using Kolmogorov-Arnold networks | Dec 2, 2024 | ClassificationExplainable Models | CodeCode Available | 1 | 5 |
| Medical Slice Transformer: Improved Diagnosis and Explainability on 3D Medical Images with DINOv2 | Nov 24, 2024 | ClassificationDiagnostic | CodeCode Available | 1 | 5 |
| Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of Explanations | Apr 24, 2022 | DiversityExplainable Models | CodeCode Available | 1 | 5 |
| SegNBDT: Visual Decision Rules for Segmentation | Jun 11, 2020 | Explainable Modelsimage-classification | CodeCode Available | 1 | 5 |
| SLISEMAP: Supervised dimensionality reduction through local explanations | Jan 12, 2022 | ClassificationDimensionality Reduction | CodeCode Available | 1 | 5 |
| Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual Explanations | Sep 8, 2022 | Attributecounterfactual | CodeCode Available | 1 | 5 |
| 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 |
