Page 59 - Artificial Intelligence in the Age of Neural Networks and Brain Computing
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46     CHAPTER 2 Mind, Brain, Autonomous Agents, and Mental Disorders




                         develop and learn in response to these inputs. Modal architectures are thus less gen-
                         eral than the von Neumann architecture that provides the mathematical foundation
                         of modern computers, but much more general than a traditional AI algorithm.
                         ART networks form part of several different modal architectures, including modal
                         architectures that enable seeing, hearing, feeling, and knowing.



                         9. ALL CONSCIOUS STATES ARE RESONANT STATES
                         ART resonances clarify questions such as the following, which have been raised by
                         distinguished philosophers [1]: What kind of “event” occurs in the brain during a
                         conscious experience that is anything more than just a “whir of information-
                         processing”? What happens when conscious mental states “light up” and directly
                         appear to the subject? ART explains that, over and above “just” information process-
                         ing, our brains sometimes go into a context-sensitive resonant state that can involve
                         multiple brain regions. Abundant experimental evidence supports the ART prediction
                         that “all conscious states are resonant states.” Not all brain dynamics are “resonant,”
                         and thus consciousness is not just a “whir of information-processing.”
                            Second, when does a resonant state embody a conscious experience? And how do
                         different resonant states support different kinds of conscious qualia? The other side
                         of the coin is equally important: When does a resonant state fail to embody a
                         conscious experience? ART explains [1] how various evolutionary challenges that
                         advanced brains face in order to adapt to changing environments in real time
                         have been met with particular conscious states, which form part of larger adaptive
                         behavioral capabilities. ART sheds new mechanistic light on the fact that humans
                         are not conscious just to platonically contemplate the beauty of the world. Rather,
                         humans are conscious in order to enable them to better adapt to the world’s changing
                         demands. To illustrate these claims, ART explains how resonances for conscious
                         seeing help to ensure effective looking and reaching, resonances for conscious
                         hearing help to ensure effective speaking, and resonances for conscious feeling
                         help to ensure effective goal-directed action.



                         10. THE VARIETIES OF BRAIN RESONANCES AND THE
                              CONSCIOUS EXPERIENCES THAT THEY SUPPORT

                         Towards this end, ART has explained six different types of neural representations of
                         conscious qualia, and has provided enough theoretical background and data expla-
                         nations based on these representations to illustrate their explanatory and predictive
                         power [1]. These explanations also suggest multiple kinds of experiments to deepen
                         our mechanistic understanding of the brain mechanisms for generating conscious
                         resonances.
                            For example, surface-shroud resonances are predicted to support conscious
                         seeing of visual qualia. Feature-category resonances are predicted to support
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