the famous 'deepmind' deep learning Atari paper:
in games with hidden information, just to monte-carlo sampling and have the nodes represent 'what you know' about the game, rather than a specific game state:
Information Set Monte Carlo Tree Search, Whitehouse, Daniel (2014) Monte Carlo Tree Search for games with Hidden Information and Uncertainty. PhD thesis, University of York