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The MRL model is currently gated. Access is granted manually to verified researchers — the paper is not yet published, and we want to keep early access to people we can support.
1

Request on HuggingFace

Visit huggingface.co/Neuroencoder/epi-embedding and click Request Access. The form asks for your institution, role, and intended use.If you have a private invitation code, paste it in the “Intended use” field — these requests are auto-prioritized.
2

Wait for approval

Requests are reviewed manually. Expect a response within a few days.
3

Authenticate

Once approved, log in with the HuggingFace CLI:
huggingface-cli login
The model downloads automatically the first time you call ne.predict() (~215 MB cached locally).
For commercial inquiries, contact contact@neuroencoder.com.