You retain voting rights of the last jurisdiction you lived in within the US (states or territories) after moving abroad.

So a Californian that moves to, say, Germany can still vote by mail as though they were in California.

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You're mostly correct about the loss of welfare benefits, though. The only exception being that you do remain eligible for Social Security retirement, although some people may not consider that "welfare".