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This framework contains the results submitted on the paper "Negative Order Sobolev Cubatures: Preconditioners of Partial Differential Equation Learning Tasks Circumventing Numerical Stiffness", submitted to IOP Machine Learning: Science and Technology ArXiv preprint is available, https://doi.org/10.48550/arXiv.2301.04887 The code was developed by Phil-Alexander Hofmann : [email protected], under the supervision of: - Juan-Esteban Suarez : [email protected] - Dr. Michael Hecht : [email protected] All members of the Center for Advanced Systems Understanding (CASUS)