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Resonance Theory of Consciousness - Dr. Stephen Grossberg, Boston University

The DemystifySci Podcast

CHAPTER

The Adaptive Resonance of Categories in Deep Learning

If all you had was a bottom-up filter, then as in deep learning, you'd have catastrophic forgetting. But what happens is you activate a putative category, categories, and it immediately reads out a learned top-down expectation that tries to learn how to match with its adaptive weights. What are the critical features that keep activating it? The critical features being the ones that are predictive and the art matching rule which controls how the form of this top- down expectation is defined.

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