Bach was speaking four days ahead of the opening of the Games, which received a major boost when isolated North Korea ended months of bellicose posturing by agreeing to send a contingent of athletes.
"The Olympic Winter Games Pyeongchang 2018 have allowed another new beginning on the Korean peninsula," Bach told delegates at the opening ceremony for this week's International Olympic Committee (IOC) session.
"They have opened the door for a peaceful dialogue between the Republic of Korea (South) and the Democratic People's Republic of Korea (North).
"The Olympic spirit has brought real hope for a brighter future for everyone on the Korean peninsula."
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Bach said it had been a "long and difficult journey" to organise an Olympics in Korea, whose two sides are divided by a heavily fortified border -- just 30 miles (50 kilometres) from the Games site -- and remain technically at war.
Officials from France, Germany and Austria all expressed concerns about sending athletes as tensions spiralled last year, when North Korea fired a series of missile tests and exchanged threats of war with the United States.
"Despite the sometimes worrying political circumstances, we were always standing at the side of our Korean hosts and never talked of a Plan B," he added.
- 'Impossible dream' -
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South Korean President Moon Jae-In has long argued for engagement to bring the North to the negotiating table over its nuclear ambitions.
But not all of his countrymen agree and there is a public perception that Moon's administration made too many concessions to the North to secure its participation at the Olympics.
"One or two months ago, many countries were concerned with the safety of the Pyeongchang Olympic Games. North Korea's participating in the Games and a unified team under the banner of peace seemed like an impossible dream then," he added.
North Korea is sending 22 athletes to Pyeongchang, along with a large number of officials and an all-female cheer squad.
A unified Korean women's ice hockey team, whose squad includes 12 players from the North, on Sunday made its debut ahead of the Games, losing 3-1 to Sweden in a practice match.
While enthusiastic supporters cheered on the joint team, protesters chanting "Pyongyang Olympics!" also gathered outside, stamping on a picture of North Korean leader Kim Jong-Un and ripping up the blue-and-white Korean unification flag.