That shouldn't matter if you use a Box Collider, or even a (default) Convex Hull collider as far as I know. But do feel free to experiment with that!
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Martin Bergwerf
replied
Oh wait, Sascha is absolutely right; adding more thickness should help with the Collision detection, just like increasing the number of Subframes, but it's much cheaper than the latter.