الملخص
As part of learning to play complex games, human players develop develop abstractions for concepts and strategies of gameplay consistent with game rules to improve their performance. These concepts are applied to explain other players' actions, and to inform their own actions in-game. Understanding other players' strategies is a crucial part of such improvement, but requires time and effort. In this paper, we propose a strategy similar to human cognition for training RL agents to synthesize learned strategies and policies as executable procedures based on sequences of gameplay actions. We present methods to automatically learn such programs to play chess and to solve tasks in a grid-based environment. We show that the learned strategies produce effective actions, and can be learned from gameplay data.
الكلمات المفتاحية
الموضوع
بيانات النشر
- المجلة
- غير متاح
- وصول مفتوح
- وصول مفتوح أخضر
اقتبس هذه المقالة
APA 7
Krishnan, A., Potts, C. M., Jhala, A., Khadilkar, H., Karande, S., & Martens, C. (2026). Learning Explainable Representations of Complex Game-playing Strategies. https://omanscience.com/ar/articles/learning-explainable-representations-of-complex-game-playing-strategies
MLA 9
Krishnan, Abhijeet, et al. "Learning Explainable Representations of Complex Game-playing Strategies." https://omanscience.com/ar/articles/learning-explainable-representations-of-complex-game-playing-strategies.
شيكاغو (المؤلف–التاريخ)
Krishnan, Abhijeet, Colin M. Potts, Arnav Jhala, Harshad Khadilkar, Shirish Karande, and Chris Martens. 2026. "Learning Explainable Representations of Complex Game-playing Strategies." https://omanscience.com/ar/articles/learning-explainable-representations-of-complex-game-playing-strategies.
هارفارد
Krishnan, A., Potts, C. M., Jhala, A., Khadilkar, H., Karande, S. and Martens, C. (2026) 'Learning Explainable Representations of Complex Game-playing Strategies', Available at: https://omanscience.com/ar/articles/learning-explainable-representations-of-complex-game-playing-strategies.
فانكوفر
Krishnan A, Potts CM, Jhala A, Khadilkar H, Karande S, Martens C. Learning Explainable Representations of Complex Game-playing Strategies. https://omanscience.com/ar/articles/learning-explainable-representations-of-complex-game-playing-strategies
IEEE
A. Krishnan, C. M. Potts, A. Jhala, H. Khadilkar, S. Karande, and C. Martens, "Learning Explainable Representations of Complex Game-playing Strategies," https://omanscience.com/ar/articles/learning-explainable-representations-of-complex-game-playing-strategies.