| 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 |
| Fast Interpretable Greedy-Tree Sums | Jan 28, 2022 | Additive modelsDecision Making | CodeCode Available | 1 |
| Augmenting Interpretable Models with LLMs during Training | Sep 23, 2022 | Additive modelsLanguage Modelling | CodeCode Available | 1 |
| Fast Sparse Classification for Generalized Linear and Additive Models | Feb 23, 2022 | Additive modelsClassification | CodeCode Available | 1 |
| ControlBurn: Nonlinear Feature Selection with Sparse Tree Ensembles | Jul 8, 2022 | Additive modelsfeature selection | CodeCode Available | 1 |
| Additive Covariance Matrix Models: Modelling Regional Electricity Net-Demand in Great Britain | Nov 14, 2022 | Additive modelsenergy trading | CodeCode Available | 1 |