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arXiv cs.NE · Papers

Universal Function Approximation via Diffractive Optical Processors: Physical Limits, Error Bounds, and Learnability

arXiv:2608.04582v1 Announce Type: cross Abstract: We present a unified theoretical framework connecting classical universal approximation theory, Fourier-feature approximation, and diffractive optical processors. We show that phase-encoded diffractive processors implement finite Fourier-feature expansions whose mathema