Artificial General Intelligence: 4th International Conference, AGI 2011, Mountain View, CA, USA, August 3-6, 2011. Proceedings

Front Matter....Pages -
Self-Modification and Mortality in Artificial Agents....Pages 1-10
Delusion, Survival, and Intelligent Agents....Pages 11-20
Coherence Progress: A Measure of Interestingness Based on Fixed Compressors....Pages 21-30
Sequential Constant Size Compressors for Reinforcement Learning....Pages 31-40
Planning to Be Surprised: Optimal Bayesian Exploration in Dynamic Environments....Pages 41-51
Optimal Direct Policy Search....Pages 52-61
Nonlinear-Dynamical Attention Allocation via Information Geometry....Pages 62-71
An Information Theoretic Representation of Agent Dynamics as Set Intersections....Pages 72-81
On More Realistic Environment Distributions for Defining, Evaluating and Developing Intelligence....Pages 82-91
Structural Emergence in Partially Ordered Sets Is the Key to Intelligence....Pages 92-101
Integrating Perception and Cognition for AGI....Pages 102-111
Systematically Grounding Language through Vision in a Deep, Recurrent Neural Network....Pages 112-121
Comparing Humans and AI Agents....Pages 122-132
The LIDA Framework as a General Tool for AGI....Pages 133-142
From Memory to Problem Solving: Mechanism Reuse in a Graphical Cognitive Architecture....Pages 143-152
Rational Universal Benevolence: Simpler, Safer, and Wiser Than “Friendly AI”....Pages 153-162
The Collection of Physical Knowledge and Its Application in Intelligent Systems....Pages 163-173
Rationality and General Intelligence....Pages 174-183
Wagging the Dog: Human vs. Machine Inference of Causality in Visual Sequences....Pages 184-193
Learning Problem Solving Skills from Demonstration: An Architectural Approach....Pages 194-203
Compression and Intelligence: Social Environments and Communication....Pages 204-211
OpenPsi: Realizing Dörner’s “Psi” Cognitive Model in the OpenCog Integrative AGI Architecture....Pages 212-221
Extending Cognitive Architectures with Semantic Resources....Pages 222-231
A Motivational System for Cognitive AI....Pages 232-242
On Fast Deep Nets for AGI Vision....Pages 243-246
Considerations for a Neuroscience-Inspired Approach to the Design of Artificial Intelligent Systems....Pages 247-254
Brain Anatomy and Artificial Intelligence....Pages 255-268
Information, Utility and Bounded Rationality....Pages 269-274
A Family of Gödel Machine Implementations....Pages 275-280
Reinforcement Learning and the Bayesian Control Rule....Pages 281-285
Societies of Intelligent Agents....Pages 286-290
Towards a General Vision System Based on Symbol-Relation Grammars and Bayesian Networks....Pages 291-296
Reasoning in Non-Axiomatic Logic: A Case Study in Medical Diagnosis....Pages 297-302
Measuring Agent Intelligence via Hierarchies of Environments....Pages 303-308
Learning What to Value....Pages 309-314
Learning the States: A Brain Inspired Neural Model....Pages 315-320
AGI Architecture Measures Human Parameters and Optimizes Human Performance....Pages 321-326
Multigame Playing by Means of UCT Enhanced with Automatically Generated Evaluation Functions....Pages 327-332
From Sensorimotor Graphs to Rules: An Agent Learns from a Stream of Experience....Pages 333-339
Three Hypotheses about the Geometry of Mind....Pages 340-345
Imprecise Probability as a Linking Mechanism between Deep Learning, Symbolic Cognition and Local Feature Detection in Vision Processing....Pages 346-350
Generalization of Figure-Ground Segmentation from Binocular to Monocular Vision in an Embodied Biological Brain Model....Pages 351-356
The Illusion of Internal Joy....Pages 357-362
Philosophically Inspired Concept Acquisition for Artificial General Intelligence....Pages 363-369
Machine Lifelong Learning: Challenges and Benefits for Artificial General Intelligence....Pages 370-375
A Demonstration of Combining Spatial and Temporal Perception....Pages 376-381
Towards Heuristic Algorithmic Memory....Pages 382-387
Complex Value Systems in Friendly AI....Pages 388-393
Real-World Limits to Algorithmic Intelligence....Pages 394-400
AGI and Neuroscience: Open Sourcing the Brain....Pages 401-406
What Makes a Brain Smart? Reservoir Computing as an Approach for General Intelligence....Pages 407-413
Back Matter....Pages -