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Persona Vectors in Games: Measuring and Steering Strategies via Activation Vectors
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Persona Vectors in Games: Measuring and Steering Strategies via Activation Vectors

#persona vectors #activation vectors #game strategies #AI behavior #adaptive design #gaming AI #steering strategies

📌 Key Takeaways

  • Persona vectors measure and steer game strategies using activation vectors.
  • The technique allows for dynamic adjustment of AI behavior in gameplay.
  • It provides a method to quantify strategic approaches in gaming AI.
  • Research demonstrates potential for enhancing adaptive game design.

📖 Full Retelling

arXiv:2603.21398v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly deployed as autonomous decision-makers in strategic settings, yet we have limited tools for understanding their high-level behavioral traits. We use activation steering methods in game-theoretic settings, constructing persona vectors for altruism, forgiveness, and expectations of others by contrastive activation addition. Evaluating on canonical games, we find that activation steering systematically sh

🏷️ Themes

AI Gaming, Strategy Measurement

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Original Source
arXiv:2603.21398v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly deployed as autonomous decision-makers in strategic settings, yet we have limited tools for understanding their high-level behavioral traits. We use activation steering methods in game-theoretic settings, constructing persona vectors for altruism, forgiveness, and expectations of others by contrastive activation addition. Evaluating on canonical games, we find that activation steering systematically sh
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Source

arxiv.org

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