Abstract This work studies neural modeling of nonlinear parametric audio circuits. focusing on how the diversity of settings of the target device user controls seen during training affects network generalization. To study the problem. a large corpus of training datasets is synthetically generated using SPICE simulations of two distinct devices. https://fitnessgravesyardes.shop/product-category/transport-wheel/