Horie, who was Prisoner of War in Rabaul in 1945, is 103 years old, has traveled to Papua New Guinea 18 times and is a former Member of Parliament in Japan.
“It was an honour to meet Mr Horie,” said the PM in a statement.
“His tireless efforts to bring his countrymen home is outstanding and has earned him the highest respect in both of our countries.
"Papua New Guinea is the final resting place of so many courageous men and women from both sides of the war.
“Our nation will always accord the highest respect to those still buried in our soil.