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Gradient localization improves lifelong pre- training of language models.arXiv preprint arXiv:2411.04448,

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2025 1

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MIDUS: Memory-Infused Depth Up-Scaling

cs.LG · 2025-12-15 · unverdicted · novelty 7.0

MIDUS replaces duplicated FFN branches in depth up-scaling with head-wise memory layers using product-key retrieval and HIVE to deliver lightweight, head-conditioned residual capacity.

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  • MIDUS: Memory-Infused Depth Up-Scaling cs.LG · 2025-12-15 · unverdicted · none · ref 7

    MIDUS replaces duplicated FFN branches in depth up-scaling with head-wise memory layers using product-key retrieval and HIVE to deliver lightweight, head-conditioned residual capacity.