Fiches

Designing Ecosystems of Intelligence from First Principles

Contenu

Titre

Designing Ecosystems of Intelligence from First Principles

Date de soumission

8 décembre 2022 à 07:24:46 +00:00

Créateur

Karl J. Friston

Maxwell J. D. Ramstead

Alex B. Kiefer

Alexander Tschantz

Christopher L. Buckley

Mahault Albarracin

Riddhi J. Pitliya

Conor Heins

Brennan Klein

Beren Millidge

Dalton A. R. Sakthivadivel

Toby St Clere Smithe

Magnus Koudahl

Safae Essafi Tremblay

Capm Petersen

Kaiser Fung

Jason G. Fox

Steven Swanson

Dan Mapes

Gabriel René

Est référencé par

FNNTK4U8

Résumé

This white paper lays out a vision of research and development in the field of artificial intelligence for the next decade (and beyond). Its denouement is a cyber-physical ecosystem of natural and synthetic sense-making, in which humans are integral participants$\unicode{x2014}$what we call ''shared intelligence''. This vision is premised on active inference, a formulation of adaptive behavior that can be read as a physics of intelligence, and which inherits from the physics of self-organization. In this context, we understand intelligence as the capacity to accumulate evidence for a generative model of one's sensed world$\unicode{x2014}$also known as self-evidencing. Formally, this corresponds to maximizing (Bayesian) model evidence, via belief updating over several scales: i.e., inference, learning, and model selection. Operationally, this self-evidencing can be realized via (variational) message passing or belief propagation on a factor graph. Crucially, active inference foregrounds an existential imperative of intelligent systems; namely, curiosity or the resolution of uncertainty. This same imperative underwrites belief sharing in ensembles of agents, in which certain aspects (i.e., factors) of each agent's generative world model provide a common ground or frame of reference. Active inference plays a foundational role in this ecology of belief sharing$\unicode{x2014}$leading to a formal account of collective intelligence that rests on shared narratives and goals. We also consider the kinds of communication protocols that must be developed to enable such an ecosystem of intelligences and motivate the development of a shared hyper-spatial modeling language and transaction protocol, as a first$\unicode{x2014}$and key$\unicode{x2014}$step towards such an ecology.

Date

2 décembre 2022

uri

http://arxiv.org/abs/2212.01354

Source

arXiv.org

is compiled by

Lucky Semiosis

is in semantic relation with

computer science

Artificial Intelligence

Nonlinear Sciences

Adaptation and Self-Organizing Systems

Complexité

1,308

Date de modification

8 septembre 2023 à 06:54:15 +00:00

Détails de la complexité

Physique,1,,,,,67,67

Physique,2,,,,,122,244

Actant,2,,,,,21,42

Concept,1,,,,,66,66

Concept,2,,,,,124,248

Rapport,1,1,Physique,Concept,properties,66,66

Rapport,1,1,Physique,Physique,values,66,66

Rapport,1,1,Physique,Actant,dcterms:creator,20,20

Rapport,2,2,Actant,Concept,properties,104,208

Rapport,2,2,Actant,Physique,values,104,208

Rapport,1,1,Physique,Actant,cito:isCompiledBy,1,1

Rapport,1,1,Physique,Concept,skos:semanticRelation,4,4

Rapport,2,2,Concept,Concept,properties,12,24

Rapport,2,2,Concept,Physique,values,12,24

Rapport,1,1,Physique,Physique,media,2,2

Rapport,2,2,Physique,Concept,properties,4,8

Rapport,2,2,Physique,Physique,values,4,8

Rapport,1,1,Physique,Physique,uri,2,2

Totaux de la complexité

Physique,2,1,2,189,311

Actant,1,2,2,21,42

Concept,2,1,2,190,314

Rapport,13,1,2,401,641

Existence,18,1,2,801,1308

1,119

Date de modification

8 janvier 2024 à 10:57:46 +00:00

Détails de la complexité

dimension,niv (sujet),niv objet,sujet,objet,prédicat,nb,c

Physique,1,,,,,33,33

Physique,2,,,,,127,254

Actant,1,,,,,1,1

Actant,2,,,,,21,42

Concept,1,,,,,10,10

Concept,2,,,,,119,238

Rapport,1,1,Actant,Concept,properties,10,10

Rapport,1,1,Actant,Physique,values,32,32

Rapport,1,1,Actant,Physique,owner,1,1

Rapport,2,1,Actant,Physique,dcterms:isPartOf,1,2

Rapport,2,2,Actant,Concept,properties,115,230

Rapport,2,2,Actant,Physique,values,115,230

Rapport,2,1,Actant,Physique,oa:hasSource,4,8

Rapport,1,1,Actant,Actant,dcterms:creator,20,20

Rapport,1,1,Actant,Actant,cito:isCompiledBy,1,1

Rapport,1,1,Actant,Concept,skos:semanticRelation,4,4

Rapport,1,1,Actant,Physique,media,2,2

Rapport,1,1,Actant,Physique,uri,1,1

Totaux de la complexité

Physique,2,1,2,160,287

Actant,2,1,2,22,43

Concept,2,1,2,129,248

Rapport,12,1,2,306,541

Existence,18,1,2,617,1119,

Collections

Zotero

Médias

arXiv.org Snapshot

arXiv Fulltext PDF