Hierarchical Transfer Learning for Multi-Genre Game AI: A Case Study on RPGs and Strategy Games
Judith Mitchell 2025-02-01

Hierarchical Transfer Learning for Multi-Genre Game AI: A Case Study on RPGs and Strategy Games

Thanks to Judith Mitchell for contributing the article "Hierarchical Transfer Learning for Multi-Genre Game AI: A Case Study on RPGs and Strategy Games".

Hierarchical Transfer Learning for Multi-Genre Game AI: A Case Study on RPGs and Strategy Games

The evolution of gaming has been a captivating journey through time, spanning from the rudimentary pixelated graphics of early arcade games to the breathtakingly immersive virtual worlds of today's cutting-edge MMORPGs. Over the decades, we've witnessed a remarkable transformation in gaming technology, with advancements in graphics, sound, storytelling, and gameplay mechanics continuously pushing the boundaries of what's possible in interactive entertainment.

This meta-analysis synthesizes existing psychometric studies to assess the impact of mobile gaming on cognitive and emotional intelligence. The research systematically reviews empirical evidence regarding the effects of mobile gaming on cognitive abilities, such as memory, attention, and problem-solving, as well as emotional intelligence competencies, such as empathy, emotional regulation, and interpersonal skills. By applying meta-analytic techniques, the study provides robust insights into the cognitive and emotional benefits and drawbacks of mobile gaming, with a particular focus on game genre, duration of gameplay, and individual differences in player characteristics.

This study applies social network analysis (SNA) to investigate the role of social influence and network dynamics in mobile gaming communities. It examines how social relationships, information flow, and peer-to-peer interactions within these communities shape player behavior, preferences, and engagement patterns. The research builds upon social learning theory and network theory to model the spread of gaming behaviors, including game adoption, in-game purchases, and the sharing of strategies and achievements. The study also explores how mobile games leverage social influence mechanisms, such as multiplayer collaboration and social rewards, to enhance player retention and lifetime value.

This paper explores the role of mobile games in advancing the development of artificial general intelligence (AGI) by simulating aspects of human cognition, such as decision-making, problem-solving, and emotional response. The study investigates how mobile games can serve as testbeds for AGI research, offering a controlled environment in which AI systems can interact with human players and adapt to dynamic, unpredictable scenarios. By integrating cognitive science, AI theory, and game design principles, the research explores how mobile games might contribute to the creation of AGI systems that exhibit human-like intelligence across a wide range of tasks. The study also addresses the ethical concerns of AI in gaming, such as fairness, transparency, and accountability.

The gaming industry's commercial landscape is fiercely competitive, with companies employing diverse monetization strategies such as microtransactions, downloadable content (DLC), and subscription models to sustain and grow their player bases. Balancing player engagement with revenue generation is a delicate dance that requires thoughtful design and consideration of player feedback.

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