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[ARTICLE · art-109618] src=arxiv.org ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

AI Learning and Conceptual Transfer in the Game of Hidden Rules

Researchers at an undisclosed institution reported that Transformer-based Advantage Actor-Critic (A2C) agents successfully inferred hidden rules in the Game of Hidden Rules (GOHR) through trial-and-error feedback, with Feature-Centric and Object-Centric representations affecting learning and transfer. The study, submitted to arXiv on 26 Jun 2026, also analyzed rule difficulty and pseudo-bot-assisted human learning, demonstrating that representation design significantly impacts generalization and conceptual transfer.

read1 min views1 publishedAug 25, 2026
AI Learning and Conceptual Transfer in the Game of Hidden Rules
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[Submitted on 26 Jun 2026]


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Abstract:This report summarizes the work conducted on the Game of Hidden Rules (GOHR), focusing on reinforcement learning agents trained to infer hidden rules from trial-and-error feedback, representation design, rule difficulty analysis, transfer learning, generalization, and pseudo-bot-assisted human learning analysis. The report focuses on the Transformer-based A2C framework, Feature-Centric and Object-Centric representations, experimental findings, and classification of human learning data.

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