Symbolic models and emergent models: A review

J Weng - IEEE Transactions on Autonomous Mental …, 2011 - ieeexplore.ieee.org
There exists a large conceptual gap between symbolic models and emergent models for the
mind. Many emergent models work on low-level sensory data, while many symbolic models …

Dually optimal neuronal layers: Lobe component analysis

J Weng, M Luciw - IEEE Transactions on Autonomous Mental …, 2009 - ieeexplore.ieee.org
Development imposes great challenges. Internal ldquocorticalrdquorepresentations must be
autonomously generated from interactive experiences. The eventual quality of these …

Where-what network 1:“Where” and “What” assist each other through top-down connections

Z Ji, J Weng, D Prokhorov - 2008 7th IEEE International …, 2008 - ieeexplore.ieee.org
This paper describes the design of a single learning network that integrates both object
location (ldquowhererdquo) and object type (ldquowhatrdquo), from images of learned …

[PDF][PDF] Where What Network 3: Developmental top-down attention with multiple meaningful foregrounds

M Luciw, J Weng - Proc. IEEE int'l joint conference on neural networks, 2010 - Citeseer
The Where-What Network (WWN-3) is an artificial developmental network modeled after
visual cortical pathways, for the purpose of attention and recognition in the presence of …

Modulation for emergent networks: Serotonin and dopamine

J Weng, S Paslaski, J Daly, C VanDam, J Brown - Neural Networks, 2013 - Elsevier
In autonomous learning, value-sensitive experiences can improve the efficiency of learning.
A learning network needs be motivated so that the limited computational resources and the …

Developmental stereo: Emergence of disparity preference in models of the visual cortex

M Solgi, J Weng - IEEE Transactions on Autonomous Mental …, 2009 - ieeexplore.ieee.org
How our brains develop disparity tuned V 1 and V 2 cells and then integrate binocular
disparity into 3-D perception of the visual world is still largely a mystery. Moreover …

Brain-like emergent spatial processing

J Weng, M Luciw - IEEE Transactions on Autonomous Mental …, 2011 - ieeexplore.ieee.org
This is a theoretical, modeling, and algorithmic paper about the spatial aspect of brain-like
information processing, modeled by the developmental network (DN) model. The new brain …

The principle of multi-alternativity in intelligent systems. Active neural network models

SL Podvalny, EM Vasiljev - Procedia Computer Science, 2017 - Elsevier
The article deals with intelligent systems that contain artificial neural networks. After a close
comparison of artificial and biological neural networks the authors reveal some fundamental …

Task muddiness, intelligence metrics, and the necessity of autonomous mental development

J Weng - Minds and Machines, 2009 - Springer
This paper introduces a concept called task muddiness as a metric for higher intelligence.
Task muddiness is meant to be inclusive and expendable in nature. The intelligence …

Brain-like emergent temporal processing: emergent open states

J Weng, MD Luciw, Q Zhang - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
Informed by brain anatomical studies, we present the developmental network (DN) theory on
brain-like temporal information processing. The states of the brain are at its effector end …