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Reddit r/MachineLearningAugust 20, 2026

The spectral neuron - an ML primitive for scalable and interpretable models [R]

Excerpt

Worked some time ago on one of the ad teams at Yahoo, and this grew out of a question I kept returning to while there are there "simple" models that are both simple, scalable, interpretable, and controllable at the same time? Decided to explore it, first in a blog (starting here ), then in a new preprint "The Spectral Neuron", built by distilling latest blog-posts into a manuscript, I study models of the form: 𝑓(𝒙) = π›Œβ‚–(𝐀₀ + 𝚺ᡒ π‘₯ᡒ𝐀ᡒ). Manuscript : https://arxiv.org/abs/2608.08003 Code : https://