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Across ResNet12 and Conv64 in 5-way 1-shot and 5-shot evaluation, SAMPLESELECT gives the best OOD accuracy among the compared methods and improves the matched full-representation control by 4.90-8.38 percentage points.
This work revisits two questions: how a procedural source should be scaled, and whether training choices developed on natural audio should transfer unchanged to procedural data, and separates scale into formula-class coverage C and within-class rendering diversity I.
