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#machine learning Preprint Oct 2026

Learnable Spectral Activations

Implicit neural representations (INRs) are shaped by the spectral structure induced by their input encodings and activation functions. Existing methods improve fitting primarily by modifying which frequencies are available to the network, through coordinate encodings or periodic nonlinearities. However, frequency acces...

Tamir Shor, O. Litany, Alex M. Bronstein · 0 citations

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