o the selection process. Various dangers of doing this badly include insufficient exploitation of the best sub-trees higher up, diluting value, and over-exploitation of sub-trees lower down, again diluting value. Virtual exploration and virtual loss aim to maintain convergence towards the best move in a minimax sense by disincentivizing visits to sub-trees already being visited in parallel, with smaller relative penalties for sub-trees with many existing visits. Virtual exploration reduces the exploration i