mlsanityData to 14 Oct 2026

Uncommon Belief in Rationality

arXiv 2412.09407 ↗First posted 12 Dec 2024cs.AI cs.MAcited by 0

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Abstract (arXiv)

Common knowledge/belief in rationality is the traditional standard assumption in analysing interaction among agents. This paper proposes a graph-based language for capturing significantly more complicated structures of higher-order beliefs that agents might have about the rationality of the other agents. The two main contributions are a solution concept that captures the reasoning process based on a given belief structure and an efficient algorithm for compressing any belief structure into a unique minimal form.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 1 of its 41 references that are in the map. First posted on arXiv 12 Dec 2024.

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References · 1

  1. 2013Probabilistic Models for Agents' Beliefs and Decisionscited by 1

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  1. 2026CHAL: Council of Hierarchical Agentic Language
  2. 2026Don't Make the LLM Read the Graph: Make the Graph Think
  3. 2024Towards Rationality in Language and Multimodal Agents: A Survey
  4. 2025Theorem-of-Thought: A Multi-Agent Framework for Abductive, Deductive, and Inductive Reasoning in Language Models
  5. 2025Bayesian Social Deduction with Graph-Informed Language Models
  6. 2024K-Level Reasoning: Establishing Higher Order Beliefs in Large Language Models for Strategic Reasoning
  7. 2025KisMATH: Do LLMs Have Knowledge of Implicit Structures in Mathematical Reasoning?
  8. 2025LLM-Hanabi: Evaluating Multi-Agent Gameplays with Theory-of-Mind and Rationale Inference in Imperfect Information Collaboration Game