Environment Canada has issued a snow squall warning for the region.
Transport Quebec confirmed the pileups were caused by poor weather conditions.
There is a 10-car pileup near exit 55 and a separate 13-car pileup at exit 58.
Two people have been taken to hospital for minor injuries.