Research in the field of locomotor control has greatly benefited from studies in lower vertebrates and invertebrates. These model systems helped to unravel basic principles for locomotor pattern generation from the systems down to the subcellular level, indicating that a functional locomotor program results from a close interaction between central pattern‐generating networks with peripheral signals from appendages as well as coordinating signals from adjacent segments. At present, it is clear that most of the mechanisms described also contribute to locomotor pattern generation in higher vertebrates, including mammals. Therefore, it currently appears that common principles underlie the design of locomotor networks in the entire animal kingdom. This review will give an historic overview of the research in this field and summarize in a comparative manner the current knowledge on several aspects of pattern generating networks for locomotion, including the construction principles and location of pattern‐generating networks for locomotion, the role of sensory signals, plasticity in motor systems, and modulation of locomotor activity. A major outcome of recent research is that networks are by no means “hardwired” but instead flexible regarding their topology, and the properties of the connections between their components.