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Yu Ding

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HydraServe: Minimizing Cold Start Latency for Serverless LLM Serving in Public CloudsNSDI '262026-05-04
HydraServe implements pipeline parallelism, stage overlapping, and pipeline consolidation to cut serverless LLM cold starts that can reach 45 seconds (model…
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Torpor: GPU-Enabled Serverless Computing for Low-Latency, Resource-Efficient...USENIX ATC '252025-07-07
Torpor implements late binding with model swapping to keep models in host memory and move them to a shared GPU pool on demand, using asynchronous API…
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MLaaS in the Wild: Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU...19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22)2022-04-04
A two-month Alibaba MLaaS trace covers over 6,700 GPUs across ~1,800 nodes with 1.2M tasks, 7.5M instances and shows concrete pain points: 85% gang-scheduled…
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Keynote: Kubernetes is Now, Cloud Native is Future – Ding YuKubeCon + CloudNativeCon China 20192019-06-24
Alibaba Cloud claims it standardizes on Kubernetes and cloud native stacks and reports migrated core services to Alibaba Cloud in two years with 20x…
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Sponsored Keynote: Kubernetes is Now, Cloud Native is Future – Ding YuKubeCon + CloudNativeCon + Open Source Summit China 20192019-06-24
Alibaba Cloud describes concrete moves: more than 20 projects (10 in CNCF) and an eight-category product line with over 20 products, 10,000 customers across 18…
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Rust in Baidu SecurityRustCon Asia 20192019-04-20
Note: Looking for English subtitle contribution. A short opening talk from Baidu X-Lab, talking about why Rust, Rust projects, success stories, and on-going…
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Bringing Intel SGX to the Rust EcosystemRustFest Paris 20182018-05-26
Claims a working Rust SGX SDK (MesaLock SGX) that combines Intel SGX and Rust to protect secrets, ports much of libstd and popular crates, and provides an…
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