I have found this slide on Google.
http://www.lri.fr/~sebag/Slides/Venice/Kocsis.pdf

However I cannot find any explanation for it.
Does anyone know what Discounted UCB is?

Yes, this guy does:
http://aurora.mlhci.sztaki.hu/www/index.pl/kocsis
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