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Philosophical Thoughts on Kolmogorov-Arnold Networks (2024)
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In this sense, MLPs’ expressive power comes from the complicated connection patterns (fully-connected structure), which give rise to emergent bahavior (holism). It was not until very recently did scientists start to realize the importance of holism (“more is different”), however, the study of complex systems is extremely hard and many tools are still based on reductionism. MLPs are not good at science, people have shown their effectivenss on many non-scientific tasks including vision and languages.
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