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I cannot change the accessories. What looks like the selection keeps changing or defaulting to accessories I did not choose. At this point I dont even know if they are even selected as they just change upon switching menus...

You need to select your accessory and then click the button in the bottom right to equip it. Each tab only shows the item for that tab in the preview.