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#differentiable-programming

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Relatedatmospheric-chemistry1 b-splines1 jax1 kolmogorov-arnold-networks1 parameter-estimation1 pytorch1 scientific-ml1

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arXiv cs.AI / cs.LG / cs.CL1d ago

TorchCurves adds differentiable B-spline and Legendre curves to PyTorch

Coefficients can train with a surrounding model, with timings against NumPy, SciPy and EfficientKAN.

2 sources pytorch kolmogorov-arnold-networks

arXiv cs.AI / cs.LG / cs.CL15d ago

KPPax compiles KPP chemistry mechanisms into differentiable JAX code

On POLLU, online fine-tuning cuts biogenic emission-correction error by a factor of 2.4 to 5.

atmospheric-chemistry jax