How to get rid of the roots of "weed trees"?

We have a lot of small trees that have come up around the foundation of our house. We cut them down but do not know how to stop them from coming back? We have outdoor pets so we do not want to use chemicals to destroy the roots or stumps that are remaining after they are cut? Thank You.
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