DSO Cognitive Architecture: Unified Reasoning with Integrative Memory Using Global Workspace Theory

被引：1

作者：

Ng, Khin Hua ^{[1
]}

Du, Zhiyuan ^{[1
]}

Ng, Gee Wah ^{[1
]}

机构：

[1] DSO Natl Labs, Cognit & Fus Lab 2, Singapore, Singapore

来源：

ARTIFICIAL GENERAL INTELLIGENCE: 10TH INTERNATIONAL CONFERENCE, AGI 2017 | 2017年 / 10414卷

关键词：

Cognitive architecture; Unified reasoning; Integrative memory; Global workspace theory;

D O I：

10.1007/978-3-319-63703-7_5

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this work, we present a design enhancement to the DSO Cognitive Architecture to augment its existing cognitive functions in an attempt to produce more general level of artificial intelligence in computational intelligent systems. Our design is centered on the concept of unified reasoning that indirectly addresses the diversity dilemma in designing cognitive architectures. This is done by implementing an integrative memory with the incorporation of the Global Workspace Theory. We discuss how other cognitive architectures using the Global Workspace Theory have influenced our design and also demonstrate how the new design can be used to solve an image captioning problem.

引用

页码：44 / 53

页数：10

共 21 条

[1] Arrabales R., 2009, CERA CRANIUM TEST BE
[2] Baars B. J., 1993, COGNITIVE THEORY CON
[3] Global workspace dynamics: cortical "binding and propagation" enables conscious contents
Baars, Bernard J.
Franklin, Stan
Ramsoy, Thomas Zoega
[J]. FRONTIERS IN PSYCHOLOGY, 2013, 4
[4] A computational model for causal learning in cognitive agents
Faghihi, Usef
Fournier-Viger, Philippe
Nkambou, Roger
[J]. KNOWLEDGE-BASED SYSTEMS, 2012, 30 : 48 - 56
[5] Foo PH, 2007, 2007 PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION, VOLS 1-4, P73
[6] LIDA: A Systems-level Architecture for Cognition, Emotion, and Learning
Franklin, Stan
Madl, Tamas
D'Mello, Sidney
Snaider, Javier
[J]. IEEE TRANSACTIONS ON AUTONOMOUS MENTAL DEVELOPMENT, 2014, 6 (01) : 19 - 41
[7] Gee Wah Ng, 2012, 2012 15th International Conference on Information Fusion (FUSION 2012), P2277
[8] OpenCogPrime: A Cognitive Synergy Based Architecture for Artificial General Intelligence
Goertzel, Ben
[J]. PROCEEDINGS OF THE 8TH IEEE INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS, 2009, : 60 - 68
[9] Microsoft COCO: Common Objects in Context
Lin, Tsung-Yi
Maire, Michael
Belongie, Serge
Hays, James
Perona, Pietro
Ramanan, Deva
Dollar, Piotr
Zitnick, C. Lawrence
[J]. COMPUTER VISION - ECCV 2014, PT V, 2014, 8693 : 740 - 755
[10] An introduction to factor graphs
Loeliger, HA
[J]. IEEE SIGNAL PROCESSING MAGAZINE, 2004, 21 (01) : 28 - 41

← 1 2 3 →