| Spike-and-Slab LASSO Generalized Additive Models and Scalable Algorithms for High-Dimensional Data Analysis | Oct 27, 2021 | Additive models | CodeCode Available | 0 |
| Attention Mechanisms Don't Learn Additive Models: Rethinking Feature Importance for Transformers | May 22, 2024 | Additive modelsFeature Importance | CodeCode Available | 0 |
| Stability selection for component-wise gradient boosting in multiple dimensions | Nov 30, 2016 | Additive models | CodeCode Available | 0 |
| Challenging the Performance-Interpretability Trade-off: An Evaluation of Interpretable Machine Learning Models | Sep 22, 2024 | Additive modelsInterpretable Machine Learning | CodeCode Available | 0 |
| Individualized and Global Feature Attributions for Gradient Boosted Trees in the Presence of _2 Regularization | Nov 8, 2022 | Additive modelsfeature selection | CodeCode Available | 0 |
| An Additive Instance-Wise Approach to Multi-class Model Interpretation | Jul 7, 2022 | Additive modelsInterpretable Machine Learning | CodeCode Available | 0 |
| A Functional Extension of Semi-Structured Networks | Oct 7, 2024 | Additive models | CodeCode Available | 0 |
| Robust Aggregation for Federated Learning | Dec 31, 2019 | Additive modelsFederated Learning | CodeCode Available | 0 |
| neuralGAM: Explainable generalized additive neural networks with independent neural network training | Jul 8, 2024 | Additive modelsAnomaly Detection | CodeCode Available | 0 |
| Axiomatic Interpretability for Multiclass Additive Models | Oct 22, 2018 | Additive modelsBinary Classification | CodeCode Available | 0 |
| Chained Gaussian Processes | Apr 18, 2016 | Additive modelsGaussian Processes | CodeCode Available | 0 |
| Interpretable Generalized Additive Models for Datasets with Missing Values | Dec 3, 2024 | Additive modelsImputation | CodeCode Available | 0 |
| Using generalized additive models to decompose time series and waveforms, and dissect heart-lung interaction physiology | Jun 13, 2022 | Additive modelsMedical waveform analysis | CodeCode Available | 0 |
| NeurCAM: Interpretable Neural Clustering via Additive Models | Aug 23, 2024 | Additive modelsClustering | CodeCode Available | 0 |
| Transparent Networks for Multivariate Time Series | Oct 14, 2024 | Additive modelsTime Series | CodeCode Available | 0 |
| Can local explanation techniques explain linear additive models? | Sep 19, 2023 | Additive modelsExplanation Fidelity Evaluation | CodeCode Available | 0 |
| A Factored Generalized Additive Model for Clinical Decision Support in the Operating Room | Jul 29, 2019 | Additive modelsRespiratory Failure | CodeCode Available | 0 |
| Benchmarking time series classification -- Functional data vs machine learning approaches | Nov 18, 2019 | Additive modelsBenchmarking | CodeCode Available | 0 |
| Additive Approximations in High Dimensional Nonparametric Regression via the SALSA | Jan 31, 2016 | Additive modelsregression | CodeCode Available | 0 |
| KASAM: Spline Additive Models for Function Approximation | May 12, 2022 | Additive modelsContinual Learning | CodeCode Available | 0 |
| Shape Arithmetic Expressions: Advancing Scientific Discovery Beyond Closed-Form Equations | Apr 15, 2024 | Additive modelsForm | CodeCode Available | 0 |
| Adaptive Shrinkage Estimation For Personalized Deep Kernel Regression In Modeling Brain Trajectories | Apr 10, 2025 | Additive modelsBenchmarking | CodeCode Available | 0 |
| Improving Neural Additive Models with Bayesian Principles | May 26, 2023 | Additive modelsBayesian Inference | CodeCode Available | 0 |
| SHRIMP: Sparser Random Feature Models via Iterative Magnitude Pruning | Dec 7, 2021 | Additive modelsComputational Efficiency | CodeCode Available | 0 |
| Considerations When Learning Additive Explanations for Black-Box Models | Jan 26, 2018 | Additive models | CodeCode Available | 0 |
