Macron was in Lausanne, Switzerland -- home of the International Olympic Committee -- ahead of a key meeting that will see Paris and rival 2024 candidate Los Angeles make fresh pitches to IOC voters.
Paris is seen as the favourite to win 2024, with Los Angeles likely being handed the 2028 Games as part of a double hosting deal pushed for Bach.
"In a fractured world where tensions are resurgent, we need the values of peace and tolerance that the Olympic movement illustrates and embodies strongly," the French president said, flanked by Bach.
Macron said he was representing a Paris team bolstered by "the complete unity of the country".
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Bach said the president's presence in Lausanne highlighted the firm support enjoyed by Paris 2024.
Macron, who took office following a landmark election in May, will be alongside French Olympic officials at tomorrow's IOC session.
At the end of tomorrow's meet, IOC members are expected to rubber stamp a proposal to award the 2024 and 2028 Games together at the organisation's main annual meeting in September in Peru.
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