MscaleFNO learns mappings from oscillatory media to wavefields for Helmholtz inverse problems and pairs it with diffusion regularization for partial-aperture 2D reconstructions.
Quality, speed, and scale: Three key attributes to measure the performance of near-term quantum computers,
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2026 2verdicts
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Peaked random circuits can serve as a high-precision system-level fidelity benchmark for NISQ devices, comparable to quantum volume but with greater sensitivity to interference effects.
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Multiscale Fourier Neural Operator for Inverse Wave Scattering in Highly Oscillatory Media
MscaleFNO learns mappings from oscillatory media to wavefields for Helmholtz inverse problems and pairs it with diffusion regularization for partial-aperture 2D reconstructions.
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Evaluating System-Level Fidelity with Peaked Random Circuits
Peaked random circuits can serve as a high-precision system-level fidelity benchmark for NISQ devices, comparable to quantum volume but with greater sensitivity to interference effects.