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The Theory of Mind Utility: Formal Specification of a Mentalizing Mechanism

Researchers have introduced the Theory of Mind Utility (ToM-U), a formal computational model that specifies how agents infer others' beliefs by tracking information access, order, and credibility. The model constructs Local Epistemic World Models (LEWMs) — directed graphs representing agents and their epistemic relationships — and evaluates them against observed behavior to determine mental states. ToM-U provides a domain-agnostic mechanism for mentalizing that generates falsifiable predictions about inference failures, distinguishing it from existing theories by deriving belief states rather than presupposing them.

read1 min views24 publishedJun 12, 2026

arXiv:2606.12721v1 Announce Type: new Abstract: Inferring others' beliefs requires more than reading surface signals; it requires tracking who told them what, in what order, and how credibly. The Theory of Mind Utility (ToM-U) formalizes this epistemic state inference problem at the computational level of analysis, specifying what mentalizing computes and why without commitment to algorithmic or neural implementation. ToM-U achieves this by constructing Local Epistemic World Models (LEWMs) -- directed typed graphs that represent agents, state nodes, and the epistemic relationships among them -- and evaluating discrete candidate LEWMs against observed behavior until one achieves sufficient confidence. Five formal definitions specify the LEWM structure, agent node properties including ordered information access history, a bounded proliferation mechanism for recursive mentalizing, three inference procedures, and a residue function that captures the structured trace left by failed mentalizing attempts. ToM-U differs from Bayesian Theory of Mind and adjacent formal accounts, which presuppose rather than derive belief states, and from simulation theory and theory-theory, which lack a formal apparatus for epistemic state inference. The architecture generates directional, falsifiable predictions about mentalizing failure that follow from structural properties of the model rather than auxiliary assumptions, and positions ToM-U as a domain-agnostic mechanism upstream of goal inference and other downstream social cognitive processes.

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