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Additive models

Papers

Showing 110 of 252 papers

TitleStatusHype
Interpretability, Then What? Editing Machine Learning Models to Reflect Human Knowledge and ValuesCode5
GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraintsCode5
InterpretML: A Unified Framework for Machine Learning InterpretabilityCode3
Data Science with LLMs and Interpretable ModelsCode2
GAMI-Net: An Explainable Neural Network based on Generalized Additive Models with Structured InteractionsCode2
CAT: Interpretable Concept-based Taylor Additive ModelsCode1
The Intelligible and Effective Graph Neural Additive NetworksCode1
IGANN Sparse: Bridging Sparsity and Interpretability with Non-linear InsightCode1
GeoShapley: A Game Theory Approach to Measuring Spatial Effects in Machine Learning ModelsCode1
Regionally Additive Models: Explainable-by-design models minimizing feature interactionsCode1
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