This pilot clinical trial studies how well the "JeffQuit" group therapy program works in enabling patients with a history of cancer to quit smoking. The JeffQuit program uses group therapy to provide psychological support and address the mental need for smoking, the habit or routine it creates, and the physical need for nicotine. It is not yet known how well the JeffQuit program will work in helping patients with a history of cancer to stop smoking.