At present, bookings (pre-paid) have only started for the Sakurajima Station shuttle bus. For the other station shuttle buses, the bus operators are considering how to organise bookings, and bookings are expected to start approximately in March 2025.
When reservations become available, they will be announced on the EXPO 2025 Transport Information page.

https://www.transport.expo2025.or.jp/en/