A source-position-dependent implicit neural representation for the directional weighting in a physics-constrained kernel enables sound field estimation that generalizes to unseen source positions without per-snapshot fine-tuning.
Room impulse response interpolation us- ing a sparse spatio-temporal representation of the sound field,
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Learning-based Physics-Constrained Neural Kernel for Sound Field Estimation With Source-Position-Dependent Directional Weighting
A source-position-dependent implicit neural representation for the directional weighting in a physics-constrained kernel enables sound field estimation that generalizes to unseen source positions without per-snapshot fine-tuning.