Does Empowerment Maximisation Allow for Enactive Artificial Agents?
Guckelsberger, Christian; Salge, Christoph
Citation: Guckelsberger , C & Salge , C 2016 , Does Empowerment Maximisation Allow for Enactive Artificial Agents? in C Gershenson , T Froese , J M Siqueiros , W Aguilar , E J Izqueirdo & H Sayama (eds) , Proceedings of the Fifteenth International Conference on the Synthesis and Simulation of Living Systems (Alife 2016) . Complex Adaptive Systems , The MIT Press , Cambridge, Massachusetts , Artificial Life Conference 2016 , Cancun , Mexico , 4-8 July .
The enactive AI framework wants to overcome the sense-making limitations of embodied AI by drawing on the bio-systemic foundations of enactive cognitive science. While embodied AI tries to ground meaning in sensorimotor interaction, enactive AI adds further requirements by grounding sensorimotor interaction in autonomous agency. At the core of this shift is the requirement for a truly intrinsic value function. We suggest that empowerment, an information-theoretic quantity based on an agent's embodiment, represents such a function. We highlight the role of empowerment maximisation in satisfying the requirements of enactive AI, i.e. establishing constitutive autonomy and adaptivity, in detail. We then argue that empowerment, grounded in a precarious existence, allows an agent to enact a world based on the relevance of environmental features in respect to its own identity.
Christian Guckelsberger and Christoph Salge, 'Does Empowerment Maximisation Allow for Enactive Artificial Agents?' in Proceedings of the Fifteenth International Conference on the Synthesis and Simulation of Living Systems (Alife 2016), Cancun, Mexico, 4-8 July 2016. Carlos Gershenson, Tom Froese, Jesus M. Siqueiros, Wendy Aguilar, Eduardo J. Izquierdo and Hiroki Sayama eds., ISBN 9780262339360. Published by MIT Press.
This item appears in the following Collection(s)
Your requested file is now available for download. You may start your download by selecting the following link: test