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An ODE and PDE solver created via neural networks with sinusoidal activations.

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ODE-and-PDE-solver-using-SIREN

An ODE and PDE solver created via neural networks with sinusoidal activations. Demonstrated better performance than other activations such as ReLU and tanh. Supports vectorised ODE's/PDE's as well as higher order ODE's/PDE's. Please refer to the pdf to learn more about the steps taken to solve the ODE/PDE at hand, and about the architecture used. Created in collaboration with Hans Shi.

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An ODE and PDE solver created via neural networks with sinusoidal activations.

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