This paper introduces the pathological mechanisms of cognitive frailty in older adults, how dual-task training improves cognitive frailty, and the assessment methods of cognitive frailty. It reviews the dual-task training methods, including motor-cognitive training and motor-exercise training, and their effects on older adults with cognitive frailty, so as to provide a reference for implementing dual-task training in this population.