Larsen and Kirk's trip was one of a series of high-profile US visits to China.
House Speaker Nancy Pelosi led a separate congressional delegation that discussed cooperation on climate change between the world's two biggest greenhouse gas emitters.
Pelosi, a longtime advocate of human rights, said she also pressed China to release human rights activists from prison.