机构:
Cardinal Stefan Wyszyriski Univ Warsaw, Inst Philosophy, Warsaw, PolandCardinal Stefan Wyszyriski Univ Warsaw, Inst Philosophy, Warsaw, Poland
Piekarski, Michal
[1
]
机构:
[1] Cardinal Stefan Wyszyriski Univ Warsaw, Inst Philosophy, Warsaw, Poland
来源:
AVANT
|
2021年
/
12卷
/
01期
关键词:
predictive processing;
Bayesian brain;
Bayesian inference;
Bayesian models;
prediction;
prediction error;
generative model;
hierarchical inference;
top-down processing;
free energy principle;
active inference;
Markov blanket;
perceptual inference;
precision;
perception;
mechanisms;
philosophy of mind;
philosophy of cognitive science;
epistemology;
FREE-ENERGY PRINCIPLE;
ACTIVE INFERENCE;
BAYESIAN MODELS;
BRAIN;
REPRESENTATIONS;
UNCERTAINTY;
HEURISTICS;
PRECISION;
JUDGMENT;
D O I:
10.26913/avant.2021.01.04
中图分类号:
C [社会科学总论];
学科分类号:
03 ;
0303 ;
摘要:
The purpose of this paper is to provide a systematic review of the Predictive Processing framework (hereinafter PP) and to identify its basic theoretical difficulties. For this reason, it is, primarily, polemic-critical and, secondarily, historical. I discuss the main concepts, positions and research issues present within this framework (1-2). Next, I present the Bayesian-brain thesis (3) and the difficulty associated with it (4). In 5, I compare the conservative and radical approach to PP and discuss the internalist nature of the generative model in the context of Markov blankets. The possibility of linking PP with the free energy principle (hereinafter FEP) and the homeostatic nature of predictive mechanisms is discussed in 6. This is followed by the presentation of PP's difficulties with solving the dark room problem and the exploration-exploitation trade-off (7). I emphasize the need to integrate PP with other models and research frameworks within cognitive science. Thus, this review not only discusses PP, but also provides an assessment of the condition of this research framework in the light of the hopes placed on it by many researchers. The Conclusions section discuss further research challenges and the epistemological significance of PP.
机构:
Univ Nacl Autonoma Mexico, Fac Psicol, Mexico City 04510, DF, MexicoUniv Nacl Autonoma Mexico, Fac Psicol, Mexico City 04510, DF, Mexico
Ciria, Alejandra
Schillaci, Guido
论文数: 0引用数: 0
h-index: 0
机构:
Scuola Super Sant Anna, BioRobot Inst, I-56025 Pontedera, ItalyUniv Nacl Autonoma Mexico, Fac Psicol, Mexico City 04510, DF, Mexico
Schillaci, Guido
Pezzulo, Giovanni
论文数: 0引用数: 0
h-index: 0
机构:
CNR, Inst Cognit Sci & Technol, I-00185 Rome, ItalyUniv Nacl Autonoma Mexico, Fac Psicol, Mexico City 04510, DF, Mexico
Pezzulo, Giovanni
Hafner, Verena V.
论文数: 0引用数: 0
h-index: 0
机构:
Humboldt Univ, Dept Comp Sci, Adapt Syst Grp, D-12489 Berlin, GermanyUniv Nacl Autonoma Mexico, Fac Psicol, Mexico City 04510, DF, Mexico
Hafner, Verena V.
Lara, Bruno
论文数: 0引用数: 0
h-index: 0
机构:
Univ Autonoma Estado Morelos, Ctr Invest Ciencias, Lab Robot Cognit, Cuernavaca 62209, Morelos, MexicoUniv Nacl Autonoma Mexico, Fac Psicol, Mexico City 04510, DF, Mexico
机构:
Univ Porto, Fac Psychol & Educ Sci, Lab Neuropsychophysiol, R Alfredo Allen, P-4200135 Porto, PortugalUniv Porto, Fac Psychol & Educ Sci, Lab Neuropsychophysiol, R Alfredo Allen, P-4200135 Porto, Portugal
Pereira, Mariana R.
Barbosa, Fernando
论文数: 0引用数: 0
h-index: 0
机构:
Univ Porto, Fac Psychol & Educ Sci, Lab Neuropsychophysiol, R Alfredo Allen, P-4200135 Porto, PortugalUniv Porto, Fac Psychol & Educ Sci, Lab Neuropsychophysiol, R Alfredo Allen, P-4200135 Porto, Portugal
Barbosa, Fernando
de Haan, Michelle
论文数: 0引用数: 0
h-index: 0
机构:
UCL, UCL Great Ormond St Inst Child Hlth, London, EnglandUniv Porto, Fac Psychol & Educ Sci, Lab Neuropsychophysiol, R Alfredo Allen, P-4200135 Porto, Portugal
de Haan, Michelle
Ferreira-Santos, Fernando
论文数: 0引用数: 0
h-index: 0
机构:
Univ Porto, Fac Psychol & Educ Sci, Lab Neuropsychophysiol, R Alfredo Allen, P-4200135 Porto, PortugalUniv Porto, Fac Psychol & Educ Sci, Lab Neuropsychophysiol, R Alfredo Allen, P-4200135 Porto, Portugal
机构:
Univ Hong Kong, Dept Psychol, Hong Kong, Peoples R China
Univ Hong Kong, State Key Lab Brain & Cognit Sci, Hong Kong, Peoples R China
Univ Hong Kong, Pok Fu Lam Rd, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Psychol, Hong Kong, Peoples R China
Jin, Jingwen
Jonas, Katherine
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Stony Brook, Renaissance Sch Med, Dept Psychiat, Stony Brook, NY USAUniv Hong Kong, Dept Psychol, Hong Kong, Peoples R China
Jonas, Katherine
Mohanty, Aprajita
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Stony Brook, Dept Psychol, Stony Brook, NY USAUniv Hong Kong, Dept Psychol, Hong Kong, Peoples R China
Mohanty, Aprajita
JOURNAL OF PSYCHOPATHOLOGY AND CLINICAL SCIENCE,
2023,
132
(03):
: 249
-
262
机构:
Ist Univ Studi Super IUSS Pavia, Dept Human & Life Sci, Piazza Vittoria 15, I-27100 Pavia, ItalyIst Univ Studi Super IUSS Pavia, Dept Human & Life Sci, Piazza Vittoria 15, I-27100 Pavia, Italy