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3709 Trousdale Parkway, Los Angeles, CA 90089
How People Think
What is thinking? If the computational theory of mind is right, it’s some kind of computation. But which? In this talk, I show how the two major paradigms for research in AI – Neural Networks and Symbolic Systems – both exhibit critical weaknesses when evaluated as models of human cognition. I use these weaknesses to motivate a third approach, based on a synthesis of the two paradigms. On this theory, thinking is realized by the use of neural methods for on-the-fly construction of symbolic mental models, tailored to task demands. I argue that architectures of this type stand to capture key aspects of human cognition.
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