TY - JOUR
T1 - What do predictive coders want?
AU - Klein, Colin
N1 - Publisher Copyright:
© 2016, Springer Science+Business Media Dordrecht.
PY - 2018/6/1
Y1 - 2018/6/1
N2 - The so-called “dark room problem” makes vivd the challenges that purely predictive models face in accounting for motivation. I argue that the problem is a serious one. Proposals for solving the dark room problem via predictive coding architectures are either empirically inadequate or computationally intractable. The Free Energy principle might avoid the problem, but only at the cost of setting itself up as a highly idealized model, which is then literally false to the world. I draw at least one optimistic conclusion, however. Real-world, real-time systems may embody motivational states in a variety of ways consistent with idealized principles like FEP, including ways that are intuitively embodied and extended. This may allow predictive coding theorists to reconcile their account with embodied principles, even if it ultimately undermines loftier ambitions.
AB - The so-called “dark room problem” makes vivd the challenges that purely predictive models face in accounting for motivation. I argue that the problem is a serious one. Proposals for solving the dark room problem via predictive coding architectures are either empirically inadequate or computationally intractable. The Free Energy principle might avoid the problem, but only at the cost of setting itself up as a highly idealized model, which is then literally false to the world. I draw at least one optimistic conclusion, however. Real-world, real-time systems may embody motivational states in a variety of ways consistent with idealized principles like FEP, including ways that are intuitively embodied and extended. This may allow predictive coding theorists to reconcile their account with embodied principles, even if it ultimately undermines loftier ambitions.
KW - Explanation
KW - Extended mind
KW - Free energy principle
KW - Good regulator theorem
KW - Homeostasis
KW - Predictive coding
UR - http://www.scopus.com/inward/record.url?scp=84992411176&partnerID=8YFLogxK
U2 - 10.1007/s11229-016-1250-6
DO - 10.1007/s11229-016-1250-6
M3 - Article
SN - 0039-7857
VL - 195
SP - 2541
EP - 2557
JO - Synthese
JF - Synthese
IS - 6
ER -