Weeping willow (Salix babylonica) is beloved for its beautiful crown of branches that sweep downward to the ground, says Langelo. "This tree is dioecious with male and female flowers on separate trees. These appear in silvery green catkins," she says. Weeping willows aren't very cold-hardy and are only moderately drought-tolerant.