mlsanityData to 14 Oct 2026

Agents and Devices: A Relative Definition of Agency

arXiv 1805.12387 ↗First posted 31 May 2018cs.LG cs.AI stat.MLcited by 16

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Abstract (arXiv)

According to Dennett, the same system may be described using a `physical' (mechanical) explanatory stance, or using an `intentional' (belief- and goal-based) explanatory stance. Humans tend to find the physical stance more helpful for certain systems, such as planets orbiting a star, and the intentional stance for others, such as living animals. We define a formal counterpart of physical and intentional stances within computational theory: a description of a system as either a device, or an agent, with the key difference being that `devices' are directly described in terms of an input-output mapping, while `agents' are described in terms of the function they optimise. Bayes' rule can then be applied to calculate the subjective probability of a system being a device or an agent, based only on its behaviour. We illustrate this using the trajectories of an object in a toy grid-world domain.

Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). First posted on arXiv 31 May 2018.

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Citing papers per year: 2021: 2; 2022: 4; 2023: 1; 2024: 4; 2025: 3; 2026: 2.

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