The young North Korean soldier crossed the border in late December and stole money and food at a house before killing four residents in China's northeastern city of Helong, South Korea's Yonhap news agency and Dong-A Ilbo newspaper said.
Both cited sources in the border areas between China and the North.
The victims were either shot dead or beaten to death, Dong-A said, adding he was later shot and captured by Chinese authorities.
All able-bodied young men in the North are subject to 10 years of military service. Many army bases are known to suffer food shortage and starving troops often cross the border to China in search of food.
Private markets cropping up across the North in recent years have helped ease starvation among ordinary citizens.
Seoul's unification ministry that handles North Korea affairs declined to comment on the incident.
Dong-A said the victims were two elderly ethnic Korean couples. Koreans make up for about 30 percent of the population in China's Yanbian Korean autonomous prefecture that borders the North.
"It has become pretty common for the past decade that North Koren soldiers sneak across the border at night to seek food here," Dong-A quoted one resident of the area as saying.
An official with the Yanbian police told AFP he had no knowledge of the reported incident.
Thousands flee by secretly crossing into China and later travelling to a third country before seeking resettlement in the South.
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