Mastering Strategy Card Game (Hearthstone) with Improved Techniques

no code implementations • 9 Mar 2023 • Changnan Xiao, Yongxin Zhang, Xuefeng Huang, Qinhan Huang, Jie Chen, Peng Sun

Strategy card game is a well-known genre that is demanding on the intelligent game-play and can be an ideal test-bench for AI.

Decision Making

Mastering Strategy Card Game (Legends of Code and Magic) via End-to-End Policy and Optimistic Smooth Fictitious Play

no code implementations • 7 Mar 2023 • Wei Xi, Yongxin Zhang, Changnan Xiao, Xuefeng Huang, Shihong Deng, Haowei Liang, Jie Chen, Peng Sun

Deep Reinforcement Learning combined with Fictitious Play shows impressive results on many benchmark games, most of which are, however, single-stage.

Decision Making