棋盘游戏中的人工智能技术:调查

Ailien Liu
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摘要

本文深入探讨了人工智能(AI)领域及其对棋类游戏的变革性影响,尤其关注国际象棋和围棋。在围棋领域,本文追溯了从 AlphaGos 历史性地战胜李世石到开创性的 AlphaGo Zero 和 Alpha Zero 模型的演变过程。本研究探讨了棋类游戏中采用的基本神经网络架构和强化学习技术,将人工智能在掌握这些复杂游戏方面推向了新的高度。此外,它还介绍了 DeepMind 开发的国际象棋人工智能,揭示了人工智能驱动的棋类游戏策略的前沿进展。这一全面的研究凸显了人工智能在重塑棋类游戏格局方面的深远影响,并为这一激动人心的领域的进一步研究和创新奠定了基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
AI techniques in board game: A survey
This paper delves into the realm of Artificial Intelligence (AI) and its transformative impact on board games, with a particular focus on chess and Go. In the domain of Go, it traces the evolution from AlphaGos historic victory over Lee Sedol to the groundbreaking AlphaGo Zero and Alpha Zero models. This survey explores the fundamental neural network architectures and reinforcement learning techniques employed in board games, ushering AI to new heights in mastering these intricate games. Furthermore, it introduces the chess AI developed by DeepMind, shedding light on the cutting-edge advancements in AI-driven board game strategies. This comprehensive examination highlights the profound influence of AI in reshaping the landscape of board games and sets the stage for further research and innovation in this exciting field.
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