I always make sure to visit Mori whenever I am in Tokyo. The exhibits change depending on the season and artist, making it a truly unique experience every, single time. They offer student discount, making it a cheap experience perfect for a rainy afternoon.

In general I wouldn't say it's necessary to book tickets in advance unless you travel during peak, high seasons.