AI: the tumultuous history of the search for artificial intelligence
AI: the tumultuous history of the search for artificial intelligence
Artificial minds
Foundations of statistical natural language processing
Foundations of statistical natural language processing
Understanding Natural Language
Understanding Natural Language
Stages of Cognitive Development in Uncertain-Logic-Based AI Systems
Proceedings of the 2007 conference on Advances in Artificial General Intelligence: Concepts, Architectures and Algorithms: Proceedings of the AGI Workshop 2006
Indefinite Probabilities for General Intelligence
Proceedings of the 2007 conference on Advances in Artificial General Intelligence: Concepts, Architectures and Algorithms: Proceedings of the AGI Workshop 2006
Proceedings of the 2007 conference on Advances in Artificial General Intelligence: Concepts, Architectures and Algorithms: Proceedings of the AGI Workshop 2006
BioNLP '06 Proceedings of the Workshop on Linking Natural Language Processing and Biology: Towards Deeper Biological Literature Analysis
IAAI'07 Proceedings of the 19th national conference on Innovative applications of artificial intelligence - Volume 2
Towards conscious-like behavior in computer game characters
CIG'09 Proceedings of the 5th international conference on Computational Intelligence and Games
Nonlinear-dynamical attention allocation via information geometry
AGI'11 Proceedings of the 4th international conference on Artificial general intelligence
OpenPsi: realizing Dörner's "Psi" cognitive model in the OpenCog integrative AGI architecture
AGI'11 Proceedings of the 4th international conference on Artificial general intelligence
Probabilistic logic networks in a nutshell
SUM'11 Proceedings of the 5th international conference on Scalable uncertainty management
Perception processing for general intelligence: bridging the symbolic/subsymbolic gap
AGI'12 Proceedings of the 5th international conference on Artificial General Intelligence
AGI'12 Proceedings of the 5th international conference on Artificial General Intelligence
AGI'12 Proceedings of the 5th international conference on Artificial General Intelligence
Integrating feature selection into program learning
AGI'13 Proceedings of the 6th international conference on Artificial General Intelligence
Integrating deep learning based perception with probabilistic logic via frequent pattern mining
AGI'13 Proceedings of the 6th international conference on Artificial General Intelligence
| Hi-index | 0.00 |
A teaching methodology called Imitative-Reinforcement-Corrective (IRC) learning is described, and proposed as a general approach for teaching embodied non-linguistic AGI systems. IRC may be used with a variety of different learning algorithms, but it is particularly easily described in EC lingo. In these terms, it is a framework for automatically learning a procedure that generates a desired type of behavior, in which: a set of exemplars of the target behavior-type are utilized for fitness estimation; reinforcement signals from a human teacher are used for fitness evaluation; and the execution of candidate procedures may be modified by the teacher via corrections delivered in real-time. An example application of IRC to teach behaviors to AI-controlled artificial animals embodied in the Second Life virtual world is described in detail, including a review of the overall virtual-animal-control software architecture and how the integrative teaching/learning methodology fits into it. In this example application architecture, the learning algorithm may be toggled between hillclimbing and probabilistic evolutionary learning. Envisioned future applications are also discussed, including an application to embodied language learning applicable to agents in Second Life and other virtual worlds.