The newest Katago(1.9.0) release claims to increase its Elo by 75. It uses NN to predict the confidence of its own value estimation, then weighs the importance of the node accordingly: https://github.com/lightvector/KataGo/blob/master/docs/KataGoMethods.md#uncertainty-weighted-mcts-playouts

Lothar