Herbicidal formulations include a combination of an active herbicide, in particular, a cyclohexanedione oxime herbicide, and a stabilizing surfactant. The herbicidal formulations, for example, have improved storage stability. Methods for controlling weeds with the herbicidal formulations are also provided.