Crispy Parmesan Smashed Potatoes

baby yellow or red potatoes

salt (plus additional to taste)

olive oil (as needed)

fresh ground black pepper (to taste)

grated or shaved Parmesan cheese

fresh chopped thyme or rosemary (or 1 teaspoon dry)