Nitsum: Serving Tiered LLM Requests with Adaptive Tensor Parallelism

arXiv 2605.05467•e7131658c709b5430d64cd5896e3f0d63ffcc6bc7f31006c669ca0c1a0aef9f3
AscendFHEGEMM optimizationKV cache migrationLLM servingMoESMCcontent-addressed cachingdata-parallel load balancingdeadline-aware schedulingdifferential privacyearly-exit inferenceedge inferencematrix multiplicationmodel extractionmulti-DNN servingonline routingperformance optimizationposition-independent cachingprivacy-preserving MLtensor parallelismthreshold automataverification tools

Paper metadata

arXiv ID
2605.05467
Version
Not specified by this published record
Category
Computer Science — Distributed, Parallel, and Cluster Computing (cs.DC)

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Evidence and limitations

Source ID
arxiv_cs_dc
Record identifier
e7131658c709b5430d64cd5896e3f0d63ffcc6bc7f31006c669ca0c1a0aef9f3
Enrichment time
2026-05-08T08:52:26Z
AI-assisted enrichment
Yes

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