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Xue Liu

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Preprint Jul 2026

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs

DeltaServe is presented, a host-agnostic co-serving design that converts this idle inference capacity into LoRA fine-tuning throughput while preserving inference service-level objectives (SLOs).

Jiaxuan Chen, Jianshu She, Ye Yuan et al. · 0 citations