Engineering General Intelligence, Part 2: The CogPrime Architecture for Integrative, Embodied AGI

Front Matter....Pages i-xxii
Front Matter....Pages 1-1
The OpenCog Framework....Pages 3-29
Knowledge Representation Using the Atomspace....Pages 31-54
Representing Procedural Knowledge....Pages 55-72
Front Matter....Pages 73-73
Emotion, Motivation, Attention and Control....Pages 75-91
Attention Allocation....Pages 93-125
Economic Goal and Action Selection....Pages 127-134
Integrative Procedure Evaluation....Pages 135-140
Front Matter....Pages 141-141
Perceptual and Motor Hierarchies....Pages 143-161
Integrating CogPrime with a Compositional Spatiotemporal Deep Learning Network....Pages 163-172
Making DeSTIN Representationally Transparent....Pages 173-188
Bridging the Symbolic/Subsymbolic Gap....Pages 189-209
Front Matter....Pages 211-211
Procedure Learning as Program Learning....Pages 213-216
Learning Procedures via Imitation, Reinforcement and Correction....Pages 217-225
Procedure Learning via Adaptively Biased Hillclimbing....Pages 227-238
Probabilistic Evolutionary Procedure Learning....Pages 239-271
Front Matter....Pages 273-273
Probabilistic Logic Networks....Pages 275-291
Spatio-temporal Inference....Pages 293-308
Adaptive, Integrative Inference Control....Pages 309-330
Pattern Mining....Pages 331-339
Speculative Concept Formation....Pages 341-352
Front Matter....Pages 353-353
Dimensional Embedding....Pages 355-362
Mental Simulation and Episodic Memory....Pages 363-367
Integrative Procedure Learning....Pages 369-389
Map Formation....Pages 391-407
Front Matter....Pages 409-409
Communication Between Artificial Minds....Pages 411-421
Natural Language Comprehension....Pages 423-464
Language Learning via Unsupervised Corpus Analysis....Pages 465-486
Natural Language Generation....Pages 487-495
Embodied Language Processing....Pages 497-513
Natural Language Dialogue....Pages 515-525
Front Matter....Pages 527-527
Summary of Argument for the CogPrime Approach....Pages 529-548
Back Matter....Pages 549-562