Modelling ourselves: what the free energy principle reveals about our implicit notions of representation

被引:15
作者
Sims, Matt [1 ]
Pezzulo, Giovanni [2 ]
机构
[1] CNR, Inst Cognit Sci & Technol, Rome, Italy
[2] Univ Edinburgh, Sch Philosophy Psychol & Language Sci, Edinburgh, Midlothian, Scotland
基金
欧盟地平线“2020”;
关键词
Free energy principle; Active inference; Predictive processing; Generative model; Internal representation; Action-oriented representation; Enactivism; Forward model; Markov blankets; PREDICTIVE BRAINS; ACTIVE INFERENCE; MOTOR CONTROL; PERCEPTION; FRAMEWORK; COGNITION; IMAGERY; FUTURE; LIFE;
D O I
10.1007/s11229-021-03140-5
中图分类号
N09 [自然科学史]; B [哲学、宗教];
学科分类号
01 ; 0101 ; 010108 ; 060207 ; 060305 ; 0712 ;
摘要
Predictive processing theories are increasingly popular in philosophy of mind; such process theories often gain support from the Free Energy Principle (FEP)-a normative principle for adaptive self-organized systems. Yet there is a current and much discussed debate about conflicting philosophical interpretations of FEP, e.g., representational versus non-representational. Here we argue that these different interpretations depend on implicit assumptions about what qualifies (or fails to qualify) as representational. We deploy the Free Energy Principle (FEP) instrumentally to distinguish four main notions of representation, which focus on organizational, structural, content-related and functional aspects, respectively. The various ways that these different aspects matter in arriving at representational or non-representational interpretations of the Free Energy Principle are discussed. We also discuss how the Free Energy Principle may be seen as a unified view where terms that traditionally belong to different ontologies-e.g., notions of model and expectation versus notions of autopoiesis and synchronization-can be harmonized. However, rather than attempting to settle the representationalist versus non-representationalist debate and reveal something about what representations are simpliciter, this paper demonstrates how the Free Energy Principle may be used to reveal something about those partaking in the debate; namely, what our hidden assumptions about what representations are-assumptions that act as sometimes antithetical starting points in this persistent philosophical debate.
引用
收藏
页码:7801 / 7833
页数:33
相关论文
共 131 条
[1]   Perception as a closed-loop convergence process [J].
Ahissar, Ehud ;
Assa, Eldad .
ELIFE, 2016, 5
[2]   From cognitivism to autopoiesis: towards a computational framework for the embodied mind [J].
Allen, Micah ;
Friston, Karl J. .
SYNTHESE, 2018, 195 (06) :2459-2482
[3]   Radical embodiment in two directions [J].
Baggs, Edward ;
Chemero, Anthony .
SYNTHESE, 2021, 198 (SUPPL 9) :2175-2190
[4]  
Baltieri M, 2017, ACTIVE INFERENCE IMP
[5]  
Baltieri M, 2020, EMPERORS NEW MARKOV
[6]   Canonical Microcircuits for Predictive Coding [J].
Bastos, Andre M. ;
Usrey, W. Martin ;
Adams, Rick A. ;
Mangun, George R. ;
Fries, Pascal ;
Friston, Karl J. .
NEURON, 2012, 76 (04) :695-711
[7]  
Brentano F., 1973, PSYCHOL EMPIRICAL ST
[8]   Free-energy minimization in joint agent-environment systems: A niche construction perspective [J].
Bruineberg, Jelle ;
Rietveld, Erik ;
Parr, Thomas ;
van Maanen, Leendert ;
Friston, Karl J. .
JOURNAL OF THEORETICAL BIOLOGY, 2018, 455 :161-178
[9]   The anticipating brain is not a scientist: the free-energy principle from an ecological-enactive perspective [J].
Bruineberg, Jelle ;
Kiverstein, Julian ;
Rietveld, Erik .
SYNTHESE, 2018, 195 (06) :2417-2444
[10]   The free energy principle for action and perception: A mathematical review [J].
Buckley, Christopher L. ;
Kim, Chang Sub ;
McGregor, Simon ;
Seth, Anil K. .
JOURNAL OF MATHEMATICAL PSYCHOLOGY, 2017, 81 :55-79