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Gopal Aras

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Preprint Aug 2026

Structured Memory for Edge Language Models: Persistent Context and Corpus Retrieval via O(1) SSM State Injection

This work introduces PRECOG (Pre-Computed Context Injection), a retrieval mechanism that exploits a property unique to SSMs: the fixed-size, position-agnostic recurrent hidden state is a complete summary of everything the model has read.

Anusha Madan, Gopal Aras, Pirbadian Kristofor et al. · 0 citations

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