Author

Ashmith Atmuri

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Jul 2026

The Art of Not Forgetting A Local Learning Architecture for Continual Learning

The results suggest that the combination of sparse representations, local learning, and persistent memory is a promising direction for continual learning, while motivating further investigation into the respective roles of learning rules, representations, and architectural design in mitigating catastrophic forgetting.

Ashmith Atmuri, Yashaswini Rao Bhogarajula · arXiv.org · 0 citations

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 · arXiv.org · 0 citations