Explainable AI: Overcoming problems of Deep Learning problems with Adaptive Resonance
Dear Colleagues,
There's currently a lot of interest in AI, notably Deep Learning, and in achieving autonomous adaptive intelligence. The following new article summarizes foundational problems of reliability and trustworthiness of Deep Learning, explains how Adaptive Resonance overcomes them, and outlines a blueprint for achieving autonomous adaptive intelligence:
Grossberg, S. (2020). A path towards Explainable AI and autonomous adaptive intelligence: Deep Learning, Adaptive Resonance, and models of perception, emotion, and action. Frontiers in Neurobotics, June 25, 2020. https://doi.org/10.3389/fnbot.2020.00036
Best,
Steve Grossberg
Dear Colleagues,
I have published several integrative articles this year about topics of current interest and have listed them here for your convenience. They are all available Open Access:
Grossberg, S. (2021). How does your brain create your conscious mind? Psychology Today, August 17. https://www.psychologytoday.com/us/blog/how-does-brain-make-mind/202108/how-...
Grossberg, S. (2021). Attention: Multiple types, brain resonances, psychological functions, and conscious states. Journal of Integrative Neuroscience. https://jin.imrpress.com/article/2021/1757-448X/JIN2020406.shtml
Grossberg, S. (2021). A canonical laminar neocortical circuit whose bottom-up, horizontal, and top-down pathways control attention, learning, and prediction. Frontiers in Systems Neuroscience. Published online: 23 April 2021. https://www.frontiersin.org/articles/10.3389/fnsys.2021.650263/full
Grossberg, S. (2021). A neural model of intrinsic and extrinsic hippocampal theta rhythms: Anatomy, neurophysiology, and function. Fronters in Systems Neuroscience. Published online: 28 April 2021. https://www.frontiersin.org/articles/10.3389/fnsys.2021.665052/full
Grossberg, S. (2021). Toward autonomous adaptive intelligence: Building upon neural models of how brains make minds. Invited article in 50th Anniversary Special Issue of IEEE Transactions on Systems, Man, and Cybernetics: Systems, 51, 51-75. https://sites.bu.edu/steveg/files/2021/01/tsmc-grossberg-3041476_4.pdf
Best,
Steve
Stephen Grossberg http://en.wikipedia.org/wiki/Stephen_Grossberg http://scholar.google.com/citations?user=3BIV70wAAAAJ&hl=en https://youtu.be/9n5AnvFur7I https://www.youtube.com/watch?v=_hBye6JQCh4 https://www.amazon.com/Conscious-Mind-Resonant-Brain-Makes/dp/0190070552
Wang Professor of Cognitive and Neural Systems Director, Center for Adaptive Systems Professor Emeritus of Mathematics & Statistics, Psychological & Brain Sciences, and Biomedical Engineering Boston University sites.bu.edu/steveg steve@bu.edu
Dear Comp-Neuro colleagues,
I am happy to report that my Magnum Opus
Conscious Mind, Resonant Brain: How Each Brain Makes a Mind
has won the 2022 PROSE award in Neuroscience from the Association of American Publishers https://www.amazon.com/Conscious-Mind-Resonant-Brain-Makes/dp/0190070552 [cid:fa0c5a71-4275-43da-b80b-d48a7e24fd4b] https://www.amazon.com/Conscious-Mind-Resonant-Brain-Makes/dp/0190070552 Best,
Steve Grossberg
Dear Comp-Neuro Colleagues,
I just enjoyed a wide-ranging conversation about my work on Roi Yozevitch’s podcast:
https://www.youtube.com/watch?v=JwqFmmhBbqA&t=49s
Among other topics, we discussed my recently published Magnum Opus:
Conscious Mind, Resonant Brain: How Each Brain Makes a Mind
https://www.amazon.com/Conscious-Mind-Resonant-Brain-Makes/dp/0190070552
https://global.oup.com/academic/product/conscious-mind-resonant-brain-978019...
Best,
Steve Grossberg sites.bu.edu/steveg
Dear Colleagues,
I have published a new article about the brain dynamics of music:
Grossberg, S. (2022). Towards understanding the brain dynamics of music: Learning and conscious performance of lyrics and melodies with variable rhythms and beats. Frontiers in Systems Neuroscience, April 8, 2022. https://doi.org/10.3389/fnsys.2022.766239
This article shows how neural models that I recently published in my Magnum Opus can help to understand music and its links to other brain processes:
Grossberg, S. (2021). Conscious Mind, Resonant Brain: How Each Brain Makes a Mind. New York: Oxford University Press. https://www.amazon.com/Conscious-Mind-Resonant-Brain-Makes/dp/0190070552
https://global.oup.com/academic/product/conscious-mind-resonant-brain-978019...
Best,
Steve
Stephen Grossberg http://en.wikipedia.org/wiki/Stephen_Grossberg http://scholar.google.com/citations?user=3BIV70wAAAAJ&hl=en https://youtu.be/9n5AnvFur7I https://www.youtube.com/watch?v=_hBye6JQCh4 https://www.amazon.com/Conscious-Mind-Resonant-Brain-Makes/dp/0190070552
Wang Professor of Cognitive and Neural Systems Director, Center for Adaptive Systems Professor Emeritus of Mathematics & Statistics, Psychological & Brain Sciences, and Biomedical Engineering Boston University sites.bu.edu/steveg steve@bu.edu
participants (1)
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Grossberg, Stephen