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Enhancing Computational Efficiency in Multiscale Systems Using Deep Learning of Coordinates and Flow Maps
Complex systems often show macroscopic coherent behavior due to the interactions of
microscopic agents like molecules, cells, or individuals in a population with their …
microscopic agents like molecules, cells, or individuals in a population with their …
Learning the Exact Time Integration Algorithm for Initial Value Problems by Randomized Neural Networks
S Dong, N Ni - arxiv preprint arxiv:2502.10949, 2025 - arxiv.org
We present a method leveraging extreme learning machine (ELM) type randomized neural
networks (NNs) for learning the exact time integration algorithm for initial value problems …
networks (NNs) for learning the exact time integration algorithm for initial value problems …