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fourier convolutions 1irregular sampling 1neural processes 1translation equivariance 1volterra series 1

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1 paper

cs.LG2026

Revisiting Neural Processes via Fourier Transform and Volterra Series

Peiman Mohseni, Nick Duffield, Raymond K. W. Wong

The paper introduces translation‑equivariant neural processes that use a Volterra series expansion and set Fourier convolutions to model irregularly sampled data with analytical tr…