Convolutional neural networks outperform other presence-only species distribution modeling algorithms

Proceedings of the National Academy of Sciences, Volume 123, Issue 10, March 2026. <br/>SignificanceSpecies distribution models (SDMs) often overlook critical spatial heterogeneity and multiscale environmental patterns, which limit their predictive accuracy for species occurrences. We demonstrate that convolutional neural networks (CNNs) can …