Energy-efficient train operation (EETO) in high-speed railways (HSRs) is an extra cost-effective and flexible means to promote energy-saving. This paper first examines the energy consumption sources and energy-saving measures of high-speed trains (HSTs). Then presents the EETO in HSRs, including three categories: energy-efficient train control, energy-efficient train timetabling, and EETO considering train timetabling and driving strategy. Next, the current research status and progress on three aspects of EETO in HSRs, namely optimization algorithm, constraint condition, and oriented scenario, are sorted out. Finally, the research on EETO in HSRs has prospected and proposed directions that can study in depth in the future. By summarizing and reviewing the research on EETO in HSRs, it is hoped to furnish a reference for the railway sector to enhance quality, efficiency, and green, low-carbon development.