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Paper · arXiv

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 W...

AuthorsHsing-Yu Chen, Jérôme Arjonilla, I-Chen Wu et al.
Primary categorycs.AI
Published16 June 2026
Last updated at source16 June 2026
cs.AIcs.LG
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