Yes, you can. You simply need to get a certificate from the head of your municipality confirming your place of birth and that you are stateless.
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How can stateless people apply for citizenship in Dominica?
I was born in Kuwait, but my family belongs to a tribe that is stateless, and we don’t have official passports or citizenship in Kuwait (we’re called bedoon). Can I apply for Dominica citizenship despite my stateless status?