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Neural SDE Framework

Note

Please see the docs associated with this project for the documentation.

Getting Started

  1. Install Dependencies:

    uv sync

Examples

  1. Run Duffing oscillator:

    To edit/live-run:

    uv run examples/duffing_oscillator_notebook.py

  2. Run Nanorings digital twin:

    uv run examples/nanorings.py

About

A PyTorch framework for training neural stochastic differential equations (SDEs) to model dynamical systems with both deterministic and stochastic components. This framework enables the learning of dynamical systems through a combination of neural networks representing drift and diffusion terms, with adversarial training. Docs ⬇️

neuromorphic-spintronics.github.io/neural-sde/

Topics

machine-learning generative-adversarial-network neuromorphic-computing unconventional-computing neural-ode neural-sde

Resources

Readme

License

GPL-2.0 license
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