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News/Ember: A Kilobyte-State Optimizer for Token Interfaces
arxiv
PublishedOctober 15, 2026 at 4:00 AM

Ember: A Kilobyte-State Optimizer for Token Interfaces

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arXiv:2607.01455v4 Announce Type: replace-cross Abstract: Language models learn continuous programs over discrete symbols, with the embedding table and LM-head acting as the read/write interface between them. We show that this interface has gradient geometry distinct from dense hidden weights which

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