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cs.AI 1

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2026 1

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UNVERDICTED 1

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$\delta$-mem: Efficient Online Memory for Large Language Models

cs.AI · 2026-05-12 · unverdicted · novelty 6.0

δ-mem augments frozen LLMs with an 8x8 online memory state updated by delta-rule learning to generate low-rank attention corrections, delivering 1.10x average gains over the backbone and larger improvements on memory-heavy tasks.

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  • $\delta$-mem: Efficient Online Memory for Large Language Models cs.AI · 2026-05-12 · unverdicted · none · ref 5

    δ-mem augments frozen LLMs with an 8x8 online memory state updated by delta-rule learning to generate low-rank attention corrections, delivering 1.10x average gains over the backbone and larger improvements on memory-heavy tasks.