SYDNEY—South Korea's finance minister urged Japan to push ahead with structural reforms rather than relying on yen weakness to spur its economy.

In an interview with The Wall Street Journal, Hyun Oh-seok said Friday that global skepticism over Japanese Prime Minister Shinzo Abe's stimulus program, known as "Abenomics," has begun to grow.

On...