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Multi-resolution enhancement for full-spectrum neural representations

Nature Machine Intelligence, Published online: 24 August 2026; doi:10.1038/s42256-026-01287-9 Ni et al. present WIEN-INR, an implicit neural representation for scientific data compression. It operates in the multiscale wavelet domain to improve compression as well as preserve fine details and signal fidelity.

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