The Collaborative International Dictionary of English v.0.48:

Willow-weed \Wil"low-weed`\, n. (Bot.)
   (a) A European species of loosestrife (Lysimachia
       vulgaris).
   (b) Any kind of Polygonum with willowlike foliage.
       [1913 Webster]