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Pei-Jun Huang

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Preprint Sep 2026

Adaptive Context Parallelism for Production LLM Serving

As LLM context windows expand and input sequences grow longer, serving systems face increasing computational and memory demands. Context parallelism (CP), which partitions the input sequence across multiple ranks to parallelize the computation, has therefore become increasingly important for efficient LLM serving. Howe...

Jiarui Guo, Rong-Le Wang, Pei-Jun Huang et al. · 0 citations

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