Author

Timo Heiss

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#artificial intelligence Jun 2026

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

SAILS fills a notable gap in the eXplainable AI (XAI) toolbox, going beyond detecting interactions alone to characterizing their functional form, with limitations under strong feature correlations and higher-order interactions.

Timo Heiss, Julia Herbinger, B. Bischl et al. · arXiv.org · 0 citations