Place the asparagus on a foil-lined baking sheet, drizzle with olive oil and toss to coat the spears, then sprinkle with, garlic, salt, and pepper. Arrange the asparagus in a single layer.
Bake in the oven, about 12-15 minutes depending on thickness. Sprinkle with parmesan halfway through and continue cooking until tender. Serve.