Benefits of viewing MCTS as a regularized policy improvement process

As a regularized strategy improvement process, MCTS has many benefits, such as: it can increase the accuracy of the model, reduce the risk of overfitting, improve the generalization ability of the model, and help the model better capture the complex structural characteristics of the input data. Better infer useful information. In addition, MCTS can also improve the execution efficiency of the model, reduce the amount of computation, and improve the interpretability of the model.