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Explainable quantum-compressed machine learning for complex fluid flows

physics.flu-dyn · 2026-07-23 · conditional · novelty 6.0

A hybrid quantum-classical surrogate compresses the latent time-stepping operator of flow models to as few as 8 trainable parameters and achieves stable long rollouts via exact unitarity, matching a classical baseline on turbulent and cardiovascular cases.

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  • Explainable quantum-compressed machine learning for complex fluid flows physics.flu-dyn · 2026-07-23 · conditional · none · ref 63

    A hybrid quantum-classical surrogate compresses the latent time-stepping operator of flow models to as few as 8 trainable parameters and achieves stable long rollouts via exact unitarity, matching a classical baseline on turbulent and cardiovascular cases.