IIRC the seat back have clips that expand after they slip past the seat body. You should be able to carefully pry the back off. I broke the bottom clip on mine figuring it out and had to glue it back on the board for it to hold again when I re installed it.
You should be able to see how the arm rest is attached with the cover off.