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Quantum neural operators with implicit quadratic frame and expressivity advantages

Nature Machine Intelligence, Published online: 03 September 2026; doi:10.1038/s42256-026-01289-7 Wang et al. introduce a hardware-efficient quantum neural operator that overcomes classical linear capacity limits. Using an implicit quadratic frame, it offers accelerated expressivity for solving differential equations in the noisy intermediate-scale quantum era.

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