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Isogeometric analysis of hydrodynamics of vesicles using a mono- lithic phase-field approach

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Multi-Head Neural Operator for Modelling Interfacial Dynamics

physics.comp-ph · 2025-07-09 · conditional · novelty 5.0

The Multi-Head Neural Operator predicts full phase-field trajectories in a single forward pass using time-specific projection heads with temporal connections, and outperforms FNO-2d and FNO-3d on five benchmark equations.

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  • Multi-Head Neural Operator for Modelling Interfacial Dynamics physics.comp-ph · 2025-07-09 · conditional · none · ref 8

    The Multi-Head Neural Operator predicts full phase-field trajectories in a single forward pass using time-specific projection heads with temporal connections, and outperforms FNO-2d and FNO-3d on five benchmark equations.