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arXiv preprint arXiv:2603.14785 , year=

SkipOPU: An FPGA-based Overlay Processor for Large Language Models with Dynamically Allocated Computation , author= · arXiv 2603.14785

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UniRank: Unified Rank Allocation for Low-Rank LLM Compression

cs.LG · 2026-06-20 · unverdicted · novelty 7.0

UniRank introduces dual local-global scoring for rank allocation in LLM low-rank decomposition plus rank-preserving fine-tuning, achieving up to 50% lower perplexity than uniform baselines in one-shot compression.

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  • UniRank: Unified Rank Allocation for Low-Rank LLM Compression cs.LG · 2026-06-20 · unverdicted · none · ref 5

    UniRank introduces dual local-global scoring for rank allocation in LLM low-rank decomposition plus rank-preserving fine-tuning, achieving up to 50% lower perplexity than uniform baselines in one-shot compression.