Artificial General Intelligence: 10th International Conference, AGI 2017, Melbourne, VIC, Australia, August 15-18, 2017, Proceedings

Description

This book constitutes the proceedings of the 10th International Conference on Artificial General Intelligence, AGI 2017, held in Melbourne, VIC, Australia, in August 2017. The 24 regular papers presented in this book together with 1 short paper were carefully reviewed and selected from 35 submissions. They cover topics such as architectures; mathematical foundations; algorithms; safety; understanding; human cognition; and philosophy. Front Matter ....Pages I-XI Front Matter ....Pages 1-1 From Abstract Agents Models to Real-World AGI Architectures: Bridging the Gap (Ben Goertzel)....Pages 3-12 A Formal Model of Cognitive Synergy (Ben Goertzel)....Pages 13-22 Generic Animats (Claes Strannegård, Nils Svangård, Joscha Bach, Bas Steunebrink)....Pages 23-32 Self-awareness and Self-control in NARS (Pei Wang, Xiang Li, Patrick Hammer)....Pages 33-43 DSO Cognitive Architecture: Unified Reasoning with Integrative Memory Using Global Workspace Theory (Khin Hua Ng, Zhiyuan Du, Gee Wah Ng)....Pages 44-53 Front Matter ....Pages 55-55 A General (Category Theory) Principle for General Intelligence: Duality (Adjointness) (Steven Phillips)....Pages 57-66 Abstract Representations and Generalized Frequent Pattern Discovery (Eray Özkural)....Pages 67-76 On Hierarchical Compression and Power Laws in Nature (Arthur Franz)....Pages 77-86 From First-Order Logic to Assertional Logic (Yi Zhou)....Pages 87-97 Front Matter ....Pages 99-99 Genetic Algorithms with DNN-Based Trainable Crossover as an Example of Partial Specialization of General Search (Alexey Potapov, Sergey Rodionov)....Pages 101-111 Deductive and Analogical Reasoning on a Semantically Embedded Knowledge Graph (Douglas Summers-Stay)....Pages 112-122 Computational Neuroscience Offers Hints for More General Machine Learning (David Rawlinson, Gideon Kowadlo)....Pages 123-132 Generating Single Subject Activity Videos as a Sequence of Actions Using 3D Convolutional Generative Adversarial Networks (Ahmad Arinaldi, Mohamad Ivan Fanany)....Pages 133-142 One-Shot Ontogenetic Learning in Biomedical Datastreams (John Kalantari, Michael A. Mackey)....Pages 143-153 The MaRz Algorithm: Towards an Artificial General Episodic Learner (Christian Rodriguez, Giselle Marston, William Goolkasian, Ashley Rosenberg, Andrew Nuxoll)....Pages 154-163 Front Matter ....Pages 165-165 A Game-Theoretic Analysis of the Off-Switch Game (Tobias Wängberg, Mikael Böörs, Elliot Catt, Tom Everitt, Marcus Hutter)....Pages 167-177 What People Say? Web-Based Casuistry for Artificial Morality Experiments (Rafal Rzepka, Kenji Araki)....Pages 178-187 Malevolent Cyborgization (Nadisha-Marie Aliman)....Pages 188-197 Front Matter ....Pages 199-199 Understanding and Common Sense: Two Sides of the Same Coin? (Kristinn R. Thórisson, David Kremelberg)....Pages 201-211 The Pedagogical Pentagon: A Conceptual Framework for Artificial Pedagogy (Jordi Bieger, Kristinn R. Thórisson, Bas R. Steunebrink)....Pages 212-222 Front Matter ....Pages 223-223 An Information-Theoretic Predictive Model for the Accuracy of AI Agents Adapted from Psychometrics (Nader Chmait, David L. Dowe, Yuan-Fang Li, David G. Green)....Pages 225-236 Bandit Models of Human Behavior: Reward Processing in Mental Disorders (Djallel Bouneffouf, Irina Rish, Guillermo A. Cecchi)....Pages 237-248 Analyzing Human Decision Making Process with Intention Estimation Using Cooperative Pattern Task (Kota Itoda, Norifumi Watanabe, Yoshiyasu Takefuji)....Pages 249-258 Pursuing Fundamental Advances in Human Reasoning (Timothy van Gelder, Richard de Rozario)....Pages 259-262 Front Matter ....Pages 263-263 A Priori Modeling of Information and Intelligence (Marcus Abundis)....Pages 265-273 Back Matter ....Pages 275-275