CNS 2021 Poster: Active Dendrites & Sparse Representations for Continual Learning
Numenta Researcher Karan Grewal walks us through the poster he presented at the CNS 2021 Meeting on July 4th, 2021.
In this poster, we suggest that incorporating the structural properties of active dendrites and sparse representations can help improve the accuracy of ANNs in a continual learning scenario.
Link to poster and abstract: http://numenta.com/neuroscience-resea...
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Numenta is leading the new era of machine intelligence. Our deep experience in theoretical neuroscience research has led to tremendous discoveries on how the brain works. We have developed a framework called the Thousand Brains Theory of Intelligence that will be fundamental to advancing the state of artificial intelligence and machine learning. By applying this theory to existing deep learning systems, we are addressing today’s bottlenecks while enabling tomorrow’s applications.
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