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TorchCurves is a new PyTorch library implementing B-spline and Legendre parametric curves as differentiable modules, supporting joint optimization of curve coefficients and inputs for continuous feature embedding, Kolmogorov-Arnold Networks, and function regression. This article analyzes its core operations, use cases, and performance trade-offs.