There are two kinds. One is the stiff plastic aquarium kind that go in the water, and the other is a more realistic look/feel. I don't know if they're all concidered "silk", but I would say that any soft artificial plant will work just fine.
I bought mine at the pet store, but I'm sure you can find smaller aquarium size ones at any retail store such as Zellers or Walmart.