Cognitive synergy: A universal principle for feasible general intelligence
@article{Goertzel2009CognitiveSA,
title={Cognitive synergy: A universal principle for feasible general intelligence},
author={Ben Goertzel},
journal={2009 8th IEEE International Conference on Cognitive Informatics},
year={2009},
pages={464-468}
}Do there exist general principles, which any system must obey in order to achieve advanced general intelligence using feasible computational resources? Here we propose one candidate: “cognitive synergy,” a principle which suggests that general intelligences must contain different knowledge creation mechanisms corresponding to different sorts of memory (declarative, procedural, sensory/episodic, attentional, intentional); and that these different mechanisms must be interconnected in such a way…
Figures from this paper
19 Citations
CogPrime : An Integrative Architecture for Embodied Artificial General Intelligence
- Computer Science
- 2012
The CogPrime architecture for embodied AGI is overviewed, covering the core architecture and algorithms, the underlying conceptual motivations, and the emergent structures, dynamics and…
CogBot An Integrative Cognitive Architecture Aimed at Emulating Early Childhood Intelligence in a Humanoid Robot
- Computer Science
- 2010
The goal of the proposed research is to explore the hypothesis that the cognitive synergy ensuing from integrating multiple symbolic and subsymbolic learning and memory components in an appropriate cognitive architecture and environment, can yield robust childlike intelligence.
Three Hypotheses about the Geometry of Mind
- Computer ScienceAGI
- 2011
We present a novel perspective on the nature of intelligence, motivated by the OpenCog AGI architecture, but intended to have a much broader scope. Memory items are modeled using probability…
Cognitive Synergy between Procedural and Declarative Learning in the Control of Animated and Robotic Agents Using the OpenCogPrime AGI Architecture
- Psychology, Computer ScienceAAAI
- 2011
The hypothesis is presented that "cognitive synergy" -- proactive and mutually-assistive feedback between different cognitive processes associated with different types of memory -- may serve as a…
Controlling Combinatorial Explosion in Inference via Synergy with Nonlinear-Dynamical Attention Allocation
- Computer ScienceAGI
- 2016
Computational experiments are reported in which cognitive synergy is demonstrated in practice, in the context of a very simple logical inference problem.
The Embodied Communication Prior: A characterization of general intelligence in the context of Embodied social interaction
- Computer Science2009 8th IEEE International Conference on Cognitive Informatics
- 2009
A general conceptual definition of real-world general intelligence is outlined that avoids the twin pitfalls of excessive mathematical generality, and excessive anthropomorphism and suggests specific conclusions for the architecture of artificial general intelligences, based on the ECP.
OpenCogPrime: A cognitive synergy based architecture for artificial general intelligence
- Computer Science2009 8th IEEE International Conference on Cognitive Informatics
- 2009
The key aspects of OCP are described here in the context of the theoretical foundation of “cognitive synergy theory”; and the current implementation status is briefly reviewed.
Towards an Applied Cognitive Vision System
- Computer Science
- 2012
A comprehensive description of the cognitive vision system and steps towards more general intelligence in this architecture and some applications in a vision-based environment are shown.
Task-environments for evaluating learning and autonomy in AI architectures
- Computer Science
- 2020
In this work the requirements of a general evaluation platform have been identified, an insight is given into the implementation strategy of SAGE and how these requirements were met, and first results of evaluating two different deep reinforcement learners are being presented.
Toward a Logic of Everyday Reasoning
- Computer Science, PhilosophySpringer Series in Cognitive and Neural Systems
- 2019
NAL (Non-Axiomatic Logic) is built for this purpose, which is based on the assumption that the reasoner has insufficient knowledge and resources with respect to the reasoning tasks to be carried out and provides a coherent solution to many problems in logic, artificial intelligence, and cognitive science.
References
SHOWING 1-9 OF 9 REFERENCES
Universal Artificial Intellegence - Sequential Decisions Based on Algorithmic Probability
- EducationTexts in Theoretical Computer Science. An EATCS Series
- 2005
Reading a book as this universal artificial intelligence sequential decisions based on algorithmic probability and other references can enrich your life quality.
Gödel Machines: Fully Self-referential Optimal Universal Self-improvers
- Computer ScienceArtificial General Intelligence
- 2007
The first class of mathematically rigorous, general, fully self-referential, self-improving, optimally efficient problem solvers is presented, which not only boasts an optimal order of complexity but can optimally reduce any slowdowns hidden by the O()-notation, provided the utility of such speed-ups is provable at all.
The Embodied Communication Prior
- The Embodied Communication Prior
AGI Preschool. Proceedings of AGI- 09
- AGI Preschool. Proceedings of AGI- 09
- 2009
OpenCog Prime: A Cognitive Synergy Based Architecture for General Intelligence. Submitted for publication
- 2009
OpenCog Prime: A Cognitive Synergy Based Architecture for General Intelligence
- OpenCog Prime: A Cognitive Synergy Based Architecture for General Intelligence
AGI Preschool
- Proceedings of AGI-
- 2009