Laurent Orseau, Simon McGregor McGill and Shane Legg (2018) — ARXIV-1805.12387

Key takeaways

Read in full; see NOTE-705.

  • Two stances, formalized. “‘devices’ are directly described in terms of an input-output mapping, while ‘agents’ are described in terms of the function they optimise”.
  • Relative. The question “is observer-relative, since it depends the observer’s prior knowledge”.
  • The thermostat is on the knife edge. Its two descriptions are “of comparable simplicity”.

Standing in the record

Filed on 2026-10-11 as the model-comparison half of the admission test for agents (CLAIM-174), and as a source for the circularity objection (CLAIM-168). It presupposes the identified system that the owner’s factorization would supply. Tags: agency first; model-comparison for the Bayesian agent-versus-device test. anthology-candidate comes last (ADR-005): the anthology’s agents-and-environments topic could hold it for its RL framing. It is read here for what makes a factor of a person, a couple or a firm an agent. Not held in the anthology.