Fixing GP parameters in brms

For the model:

fit = brm(y ~ gp(x), data)

Is there a way to just set sdgp and lscale to constant values (not infer them)?

Not from the brms interface. You would need to create the underlying stan code via make_stancode and then amend it.

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