Dry-roast the walnut pieces in a medium skillet over medium-low heat until slightly browned.
In a medium saucepan, cook the miso, mirin, sake, and sugar over medium-low heat for 1 minute. Add the walnuts and coat with the sauce. Remove from the heat. Top with the sesame seeds.