There is more to this competition than raw speed. There is also capacity and environmental footprint (carbon per passenger). Aircraft have different logistical advantages. An airport runway can handle far more people than a rail line. Airports can land a plane every minute. A rail line would never dare have two high speed trains that close to each other. So, as a link between two points, a pair of airports can move more people than a train in most circumstances. That is a type of 'faster'.
Trains would normally win on carbon footprint, but bullet trains don't run on solar power. Their carbon footprint isn't zero. And one must consider total journeys. If the train infrastructure is widespread, great, but it often isn't. Dropping a new airport somewhere is far cheaper (in every regard) than plowing a new rail line through the countryside. It may work in Japan, but I doubt trains will be connecting Vancouver to Calgary anytime this century.