| Interpretability, Then What? Editing Machine Learning Models to Reflect Human Knowledge and Values | Jun 30, 2022 | Additive modelsBIG-bench Machine Learning | CodeCode Available | 5 |
| 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 |
| InterpretML: A Unified Framework for Machine Learning Interpretability | Sep 19, 2019 | Additive modelsBIG-bench Machine Learning | CodeCode Available | 3 |
| Data Science with LLMs and Interpretable Models | Feb 22, 2024 | Additive modelsQuestion Answering | CodeCode Available | 2 |
| GAMI-Net: An Explainable Neural Network based on Generalized Additive Models with Structured Interactions | Mar 16, 2020 | Additive models | CodeCode Available | 2 |
| CAT: Interpretable Concept-based Taylor Additive Models | Jun 25, 2024 | Additive models | CodeCode Available | 1 |
| The Intelligible and Effective Graph Neural Additive Networks | Jun 3, 2024 | Additive models | CodeCode Available | 1 |
| IGANN Sparse: Bridging Sparsity and Interpretability with Non-linear Insight | Mar 17, 2024 | Additive modelsfeature selection | CodeCode Available | 1 |
| GeoShapley: A Game Theory Approach to Measuring Spatial Effects in Machine Learning Models | Dec 6, 2023 | Additive models | CodeCode Available | 1 |
| Regionally Additive Models: Explainable-by-design models minimizing feature interactions | Sep 21, 2023 | Additive models | CodeCode Available | 1 |
| LLMs Understand Glass-Box Models, Discover Surprises, and Suggest Repairs | Aug 2, 2023 | Additive models | CodeCode Available | 1 |
| GAM Coach: Towards Interactive and User-centered Algorithmic Recourse | Feb 27, 2023 | Additive modelscounterfactual | CodeCode Available | 1 |
| Structural Neural Additive Models: Enhanced Interpretable Machine Learning | Feb 18, 2023 | Additive modelsInterpretable Machine Learning | CodeCode Available | 1 |
| Neural Additive Models for Location Scale and Shape: A Framework for Interpretable Neural Regression Beyond the Mean | Jan 27, 2023 | Additive models | CodeCode Available | 1 |
| Additive Covariance Matrix Models: Modelling Regional Electricity Net-Demand in Great Britain | Nov 14, 2022 | Additive modelsenergy trading | CodeCode Available | 1 |
| Augmenting Interpretable Models with LLMs during Training | Sep 23, 2022 | Additive modelsLanguage Modelling | CodeCode Available | 1 |
| From Shapley Values to Generalized Additive Models and back | Sep 8, 2022 | Additive models | CodeCode Available | 1 |
| ControlBurn: Nonlinear Feature Selection with Sparse Tree Ensembles | Jul 8, 2022 | Additive modelsfeature selection | CodeCode Available | 1 |
| How trial-to-trial learning shapes mappings in the mental lexicon: Modelling Lexical Decision with Linear Discriminative Learning | Jul 1, 2022 | Additive modelsIncremental Learning | CodeCode Available | 1 |
| Neural Basis Models for Interpretability | May 27, 2022 | Additive modelsInterpretable Machine Learning | CodeCode Available | 1 |
| Scalable Interpretability via Polynomials | May 27, 2022 | Additive modelsBIG-bench Machine Learning | CodeCode Available | 1 |
| Deletion and Insertion Tests in Regression Models | May 25, 2022 | Additive modelsExplainable Artificial Intelligence (XAI) | CodeCode Available | 1 |
| Fast Sparse Classification for Generalized Linear and Additive Models | Feb 23, 2022 | Additive modelsClassification | CodeCode Available | 1 |
| Fast Interpretable Greedy-Tree Sums | Jan 28, 2022 | Additive modelsDecision Making | CodeCode Available | 1 |
| GAM Changer: Editing Generalized Additive Models with Interactive Visualization | Dec 6, 2021 | Additive modelsInterpretable Machine Learning | CodeCode Available | 1 |
