Yes but the bikes need to be covered up and if you are using the bullet train, you'll need to reserve an oversize luggage space beforehand. Some train lines are now providing cycle-friendly services at certain times and seasons where you can just walk on with your bike. Read our blog on taking the bike on the train here.