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cs.LG2025
Scale-Agnostic Kolmogorov-Arnold Geometry in Neural Networks
Mathew Vanherreweghe, Michael H. Freedman, Keith M. Adams
Recent work by Freedman and Mulligan demonstrated that shallow multilayer perceptrons spontaneously develop Kolmogorov-Arnold geometric (KAG) structure during training on synthetic…
cs.LG2025
Kolmogorov--Arnold stability
Sviatoslav V. Dzhenzher, Michael H. Freedman
Regarding the representation theorem of Kolmogorov and Arnold (KA) as an algorithm for representing or <<expressing>> functions, we test its robustness by analyzing its stability t…