If you know in advance which train you will be taking, an advance ticket with a seat reservation will never be more expensive than a walk-on fare. The Minipris is usually the best deal on offer. Consider an upgrade to NSB Komfort, the former 1. class. The seats are the same, but coffee and tea are free, and it is quieter (fewer kids). The supplement is less than 10USD.