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Additive models

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TitleStatusHype
Hierarchical Neural Additive Models for Interpretable Demand Forecasts—0
Distilling Reinforcement Learning Policies for Interpretable Robot Locomotion: Gradient Boosting Machines and Symbolic Regression—0
On Training Survival Models with Scoring Rules—0
IGANN Sparse: Bridging Sparsity and Interpretability with Non-linear InsightCode1
Neural Additive Image Model: Interpretation through Interpolation—0
Data Science with LLMs and Interpretable ModelsCode2
FAST: An Optimization Framework for Fast Additive Segmentation in Transparent ML—0
Gaussian Process Neural Additive ModelsCode0
Use of Prior Knowledge to Discover Causal Additive Models with Unobserved Variables and its Application to Time Series Data—0
Boosting Causal Additive Models—0
Identification with possibly invalid IVs—0
Identification of Additive Continuous-time Systems in Open and Closed loop—0
Stochastic Gradient Descent for Nonparametric Regression—0
Enhancing CVaR portfolio optimisation performance with GAM factor models—0
Modeling non-linear Effects with Neural Networks in Relational Event ModelsCode0
GeoShapley: A Game Theory Approach to Measuring Spatial Effects in Machine Learning ModelsCode1
FocusLearn: Fully-Interpretable, High-Performance Modular Neural Networks for Time SeriesCode0
Handling Overlapping Asymmetric Datasets -- A Twice Penalized P-Spline Approach—0
How Well Do Feature-Additive Explainers Explain Feature-Additive Predictors?Code0
Context-aware feature attribution through argumentation—0
Influenza Hospitalisations in England during the 2022/23 Season: do different data sources drive divergence in modelled waves? A comparison of surveillance and administrative data—0
Theoretical Evaluation of Asymmetric Shapley Values for Root-Cause Analysis—0
Discrete-Choice Model with Generalized Additive Utility Network—0
Pseudo Label Selection is a Decision Problem—0
Regionally Additive Models: Explainable-by-design models minimizing feature interactionsCode1
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