According to the optimization theory, the stepsize of the gradient algorithm was usually set as a small positive number. Different from the classical gradient algorithm, this talk is concerned with the complex-valued gradient learning algorithms with a complex-valued stepsize. We will report some new developments and new ideas on this topic.