| 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 |
| Covariate-Balancing-Aware Interpretable Deep Learning models for Treatment Effect Estimation | Mar 7, 2022 | Additive modelsCausal Inference | —Unverified | 0 |
| High-Resolution Peak Demand Estimation Using Generalized Additive Models and Deep Neural Networks | Mar 7, 2022 | Additive modelsLoad Forecasting | —Unverified | 0 |
| Data-Efficient and Interpretable Tabular Anomaly Detection | Mar 3, 2022 | Additive modelsAnomaly Detection | —Unverified | 0 |
| Sparse Neural Additive Model: Interpretable Deep Learning with Feature Selection via Group Sparsity | Feb 25, 2022 | Additive modelsfeature selection | —Unverified | 0 |
| Fast Sparse Classification for Generalized Linear and Additive Models | Feb 23, 2022 | Additive modelsClassification | CodeCode Available | 1 |
| Language Models Explain Word Reading Times Better Than Empirical Predictability | Feb 2, 2022 | Additive modelsRetrieval | —Unverified | 0 |
| Fast Interpretable Greedy-Tree Sums | Jan 28, 2022 | Additive modelsDecision Making | CodeCode Available | 1 |
| Extending the Use of MDL for High-Dimensional Problems: Variable Selection, Robust Fitting, and Additive Modeling | Jan 26, 2022 | Additive modelsDenoising | —Unverified | 0 |
| Data fission: splitting a single data point | Dec 21, 2021 | Additive modelsBayesian Inference | —Unverified | 0 |
| Daily peak electrical load forecasting with a multi-resolution approach | Dec 8, 2021 | Additive modelsLoad Forecasting | —Unverified | 0 |
| SHRIMP: Sparser Random Feature Models via Iterative Magnitude Pruning | Dec 7, 2021 | Additive modelsComputational Efficiency | CodeCode Available | 0 |
| GAM Changer: Editing Generalized Additive Models with Interactive Visualization | Dec 6, 2021 | Additive modelsInterpretable Machine Learning | CodeCode Available | 1 |
| Fast Training Method for Stochastic Compositional Optimization Problems | Dec 1, 2021 | Additive modelsMeta-Learning | —Unverified | 0 |
| Hierarchical transfer learning with applications for electricity load forecasting | Nov 16, 2021 | Additive modelsLoad Forecasting | CodeCode Available | 0 |
| Cyber Risk Frequency, Severity and Insurance Viability | Nov 5, 2021 | Additive modelsregression | —Unverified | 0 |
| Extracting Expert's Goals by What-if Interpretable Modeling | Oct 28, 2021 | Additive modelsreinforcement-learning | —Unverified | 0 |
| Spike-and-Slab LASSO Generalized Additive Models and Scalable Algorithms for High-Dimensional Data Analysis | Oct 27, 2021 | Additive models | CodeCode Available | 0 |
| Partial Order in Chaos: Consensus on Feature Attributions in the Rashomon Set | Oct 26, 2021 | Additive modelsDiversity | CodeCode Available | 0 |
| A cautionary tale on fitting decision trees to data from additive models: generalization lower bounds | Oct 18, 2021 | Additive modelsDecision Making | CodeCode Available | 0 |
| Accelerated Componentwise Gradient Boosting using Efficient Data Representation and Momentum-based Optimization | Oct 7, 2021 | Additive models | —Unverified | 0 |
| Additive Poisson Process: Learning Intensity of Higher-Order Interaction in Poisson Processes | Sep 29, 2021 | Additive models | —Unverified | 0 |
| Huber Additive Models for Non-stationary Time Series Analysis | Sep 29, 2021 | Additive modelsCausal Discovery | —Unverified | 0 |
| Functional additive models on manifolds of planar shapes and forms | Sep 6, 2021 | Additive modelsForm | —Unverified | 0 |
| Predicting Census Survey Response Rates With Parsimonious Additive Models and Structured Interactions | Aug 24, 2021 | Additive modelsregression | CodeCode Available | 0 |