Bring water to a boil in a saucepan; add oats and miso paste. Cook for about 1 minute. Add spinach, walnuts, and seaweed to oat mixture; cook, stirring occasionally, until oatmeal is desired consistency, about 5 minutes. Pour oatmeal into a bowl and top with avocado.