models

Models (Physics simulation)

Each subdirectory under models/ is one model or framework for physics simulation ML — including surrogate models, neural operators, and foundation models for continuum dynamics, fluid dynamics, turbulence, plasma physics, and related multiphysics systems.

Current models

Folder	HF id	Task
MATEY/	N/A (train from scratch)	Multiscale adaptive transformer for spatiotemporal physical systems
Walrus/	polymathic-ai/walrus	1.3B cross-domain continuum dynamics foundation model

Slug convention

Map the Hugging Face id org/model to a single directory name by replacing / with __ (double underscore).

Some folders use a public model name on disk (e.g. MATEY, Walrus) instead of org__model. In those cases the canonical Hugging Face id must be stated clearly at the top of that model's README.md.

Adding a new model

1. Create models/<your-slug>/README.md with HF model id (or N/A with alternate source), license, and upstream links (see ../../_template/ for layout).
2. Add recipes under models/<your-slug>/recipes/.
3. Add ready-to-run scripts under models/<your-slug>/examples/.