想知道AlphaZero怎么攻克新棋类游戏？这篇论文有具体策略和实战战绩，干货满满。
WallZero是基于AlphaZero的智能体，专为7x7棋盘上的WallGo游戏设计。它击败了两位参与研究的职业围棋选手，平均每局获得1.98倍领地。论文使用WallZero分析游戏公平性，发现Netflix剧集《The Devil's Plan》中的开局更平衡。相关代码已在GitHub开源。
WallZero: Mastering the Game of WallGo with Strategic Analysis
WallGo is a recently introduced strategic board game popularized by the 2025 Netflix series The Devil's Plan. Although played on a small 7 x 7 board, its combination of stone movement and wall placement yields high game-tree complexity and intricate strategic interactions. Despite its growing popularity, WallGo remains underexplored. This paper presents WallZero, an AlphaZero-based agent for the two-player WallGo setting. We introduce tailored action and feature designs to improve playing performance significantly. In the evaluation, WallZero defeats two professional Go players who participated in this study, securing on average 1.98x more territory per game. Beyond its strength, we use WallZero to assess game fairness and identify key strategies for mastering WallGo. Interestingly, our results show that the opening used in the Netflix series yields a more balanced game. Our code is available at https://rlg.iis.sinica.edu.tw/papers/wallzero.