The following table compares cognitive architectures.
More information Names, Underlying theory (symbolic, connectionist, or hybrid) ...
Comparison of cognitive architectures
Names | Underlying theory (symbolic, connectionist, or hybrid) | Achievements | Estimated requirements | Non-laboratory usages | Activity status (active or dead + RSS news) | Year of creation | Related publications | License (if applies, for example GPL) |
4CAPS |
hybrid | ? | ? | ? | ? | ? | ? | |
ACT-R |
hybrid [1] | ? | ? | ? | Active | ? | Anderson, 2007 | |
ASMO |
hybrid | Many robotic systems | ? | IBM internet-of-things system | Active | 2009 | Novianto, Johnston and Williams 2010 | |
CHREST |
symbolic | ? | ? | ? | Active | 1992 [2] | ? | |
CLARION |
hybrid [1] | Many psychological theories derived from it | ? | ? | Active | 1994 | Sun, 2002, 2016 | |
Copycat |
? | ? | ? | ? | ? | ? | ? | |
Deeplearning4j |
hybrid | online learning, anomaly detection, image recognition | ? | ? | Active | | Josh Patterson & Adam Gibson (2017) | Apache 2.0 |
DUAL |
hybrid | ? | ? | ? | ? | ? | ? | |
EPAM |
? | ? | ? | ? | ? | 1959 [2] | ? | |
EPIC |
? | ? | ? | ? | ? | ? | ? | |
GLAIR |
symbolic | ? | ? | ? | Active | ? | Bona and Shapiro, 2009 | ? |
Hierarchical Temporal Memory |
connectionist | online learning, anomaly detection | ? | anomaly detection | Active | 2009 | Hawkins et al (multiple) | AGPL |
LIDA |
symbolic | ? | ? | ? | ? | ? | ? | |
MAMID |
? | ? | ? | ? | ? | ? | Hudlicka, 2002; 2003 | ? |
Mibe architecture |
? | ? | ? | ? | ? | 1998 | ? | |
OpenCog |
hybrid | chatbot, game avatar | ? | misc subsystems in commercial, financial, medical | Active | 2001 | Goertzel et al (multiple) | AGPL |
Parallel terraced scan |
? | ? | ? | ? | ? | ? | ? | |
Procedural Reasoning System |
? | ? | ? | ? | ? | ? | ? | |
R-CAST |
? | ? | ? | ? | ? | ? | ? | |
Soar |
symbolic [1] | ? | ? | Yes | Active | 1983 | Laird (2012) | BSD 2 clause |
Sigma |
Hybrid | Ray Kurzweil Awards at AGI 2011 and 2012 | ? | Not yet | Active | 2009 | Rosenbloom, Demski, Ustun (2016) | BSD 2 clause |
SOSIEL |
Symbolic |
|
.Net Core |
policy analysis |
Active |
2018 |
Sotnik (2018) |
Open source |
TinyCog |
symbolic | ? | ? | ? | Active | 2015 | Bergmann and Fenton, 2015 | GNU GPL V3 |
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