Kernel Autoresearch for Open-Ended Model Discovery

What this work does

Kernaut lets coding agents invent kernel functions as programs while construction contracts guarantee mathematical validity. A quality-diversity archive and functional novelty screening retain distinct candidates whose inductive biases transfer to unseen optimization and enzyme-kinetics tasks.