Influence cascade over social networks has been received a lot of attention recently. Researchers have tried to understand the spreading and shrinking of influence process, beside modeling and detecting various types of cascading. Influence cascade is one of the various types of diffusion over social networks. This work focuses on influence propagation and summarizes its models and the state of the art work to help researchers for more investigation and research and to highlight challenges and improves.