Xusheng Chen
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where they keep going back
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on a stage with
- Yizhou Shan2×
- Baoquan Zhangonce
- Binhang Yuanonce
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| title | conference | date |
|---|---|---|
| DEEPSERVE: Serverless Large Language Model Serving at Scale | USENIX ATC '25 | 2025-07-07 |
DEEPSERVE is a serverless LLM platform that serves models on Huawei Ascend NPUs with a concrete request-job-task model abstraction, an in-house FLOWSERVE… | ||
| Toppings: CPU-Assisted, Rank-Aware Adapter Serving for LLM Inference | USENIX ATC '25 | 2025-07-07 |
System pins the base LLM on GPUs and dynamically loads LoRA adapters from host memory, while CPU-assisted LoRA computation precomputes the lightweight XAB… | ||
| SOTER: Guarding Black-box Inference for General Neural Networks at the Edge | USENIX ATC '22 | 2022-07-11 |
SOTER is a system implemented in Python with Graphene-SGX that uses parameter-morphed operators to run most linear-heavy layers on untrusted Nvidia GPUs while… | ||
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