SAILS: Surrogate-based Analysis of Interactions via Local Effect Smooths 事件

SAILS: Surrogate-based Analysis of Interactions via Local Effect Smooths arXiv:2606.09404v1 Announce Type: cross Abstract: Feature interactions drive much of the predictive power of machine learning models, yet existing explanation methods only detect and quantify interactions without revealing their functional form, or visualize only restricted interaction types. We propose Surrogate-based Analysis of Interactions via Local effect Smooths (SAILS), a model-agnostic framework that analyzes pairw