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I think the word you are looking for is "tuber," but if there is a botanist in the house, hopefully they can clear it up. Now I'm curious.

Potatoes are stem tubers. Sweet potatoes are probably the best known root tuber in the US; cassava is also a root tuber and better known worldwide.

But, the term the GP is looking for is "stolon" I think.