Settlers / Research

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Rules and reading guide

These sources motivate the research program. None establishes a local ranking among the proposed policies. Distinguish a game rule, a result from another experimental setting, and an original hypothesis in this notebook.

SourceWhat it contributesBoundary of the evidence
CATAN base-game rules and almanac, 2020 editionReference rules for production, trading, building, development, and victoryThe arena’s versioned server protocol determines the implemented rules; expansions and house rules are outside this program
Crawford & Sobel, Strategic Information Transmission, 1982A formal model in which partially aligned interests can support informative communicationIts equilibrium analysis is not a solved strategy for a four-player Catan table
Keizer et al., Evaluating Persuasion Strategies and Deep Reinforcement Learning methods for Negotiation Dialogue agents, 2017Direct Catan research comparing dialogue negotiation strategies in human-versus-bot gamesThe study’s interface, participants, policies, and training differ from this arena; it motivates replication, not an imported win-rate claim
Cowling, Powley & Whitehouse, Information Set Monte Carlo Tree Search, 2012Search methods that represent hidden information and avoid some weaknesses of determinizationBetter results in its tested domains do not demonstrate strength in this implementation of Catan
Meta FAIR, CICERO research and materials, 2022An example of integrating language with strategic planning in DiplomacyDiplomacy’s communication and action structure differ substantially; this is an architectural analogy

Read the Catan negotiation paper alongside truthful signals, the communication model alongside bluffs and disclosure, and the information-set paper alongside search under uncertainty.

The reputation, pliability, and containment studies are original proposed comparisons informed by general incentive reasoning. Their teaching diagrams and toy calculations are not published experimental findings. The sources were checked on September 8, 2026.