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Alexey Tumanov

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SuperServe: Fine-Grained Inference Serving for Unpredictable WorkloadsNSDI '252025-04-28
SuperServe implements SubNetAct and SlackFit to serve many weight‑shared sub-net models from a single pre-trained super-network by inserting control‑flow…
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Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
Describes a scheduler that splits large prefill passes into chunked-prefills and constructs stall-free schedules that mix those chunks with decode batches to…
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