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Yi-Fei Long

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Review Open access Sep 2026

Operator-Budget Evaluation of Residual-Adaptive Sampling in Physics-Informed Neural Networks

Residual-adaptive collocation is commonly compared at equal optimizer steps, although maintaining its sampling proposal requires PDE-residual evaluations in addition to those used for training. Such comparisons can obscure whether an apparent gain comes from point placement or from additional information work. We intro...

Yi-Fei Long, Kuan Fan · 0 citations

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