Raise the cushions and inspect all surfaces. You might even need to rent a carpet and upholstery vacuum and give your couch a good cleaning.
Rubber bands do not provide sufficient hold and blankets can slip off the sofa. They come with an integrated in bed mattress which does not slide under you.