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Author

Akshay Kumar

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Jul 2026

The Art of Not Forgetting

We introduce CMP (Cognitive Memory Primitive), an architecture that represents inputs as sparse relational codes, stores them in a two-tier competitive memory, and learns entirely through local, gradient-free updates, with no backpropagation anywhere in the network. We use this architecture to test a specific hypothesi...

Ashmith Atmuri, Akshay Kumar, Yashaswini Rao Bhogarajula · 0 citations

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