They are usually drawn to moist conditions and decaying vegetation. Having said that, they will feed on new plants if old plant debris is not available. Diatomaceous Earth (food or horticulture grade) will work.
Tonya is exactly right about them favoring moist conditions. Make sure there is space between your mulch and your plants and water only in the morning.
Thank you both for your helpful answers.