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Enhancing Strategic Decision-Making in Gomoku Using Large Language Models and Reinforcement Learning

  • Researchers have developed a Gomoku AI system based on Large Language Models (LLMs) to enhance strategic decision-making.
  • The system incorporates self-play and reinforcement learning to improve move selection and efficiency.
  • The AI system has been trained through 1,046 self-play games using a Deep Q-Network, resulting in improved strategic accuracy and gameplay durability.
  • Future improvements include combining multiple strategies, leveraging advanced reinforcement learning methods, and integrating vision-language models for enhanced performance.

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