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arxiv_cs_lg · Nov 5, 2026 · paper

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StrataFlux: Memory-Hierarchy-Native Low-Bit LLM Inference

arxiv.orgNov 5, 2026
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Quantization reduces the memory and bandwidth demands of large language model (LLM) inference but can degrade accuracy; offloading higher-precision data can instead stall generation. We introduce StrataFlux, a framewo...

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StrataFlux: Memory-Hierarchy-Native Low-Bit LLM Inference

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Quantization Inflates Reasoning: Token Inflation as a Hidden Cost of Low-Bit Reasoning Models