Fan Lai
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what they talk about
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where they keep going back
- NSDI2 editions2020–2023
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who talks about the same things
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| title | conference | date |
|---|---|---|
| JITServe: SLO-aware LLM Serving with Imprecise Request Information | NSDI '26 | 2026-05-04 |
JITServe is an LLM-serving system that schedules with noisy length and dependency estimates, refines them online with quantile regression forests and… | ||
| AdaEmbed: Adaptive Embedding for Large-Scale Recommendation Models | OSDI 2023 | 2023-07-10 |
AdaEmbed is a system that performs in-training embedding pruning for DLRMs, ranking billions of embedding rows by runtime access frequency and a moving average… | ||
| ModelKeeper: Accelerating DNN Training via Automated Training Warmup | NSDI 2023 | 2023-04-17 |
ModelKeeper automatically initializes new DNN training by transforming weights from previously trained models in a shared cluster, using structure-aware… | ||
| Oort: Efficient Federated Learning via Guided Participant Selection | 15th USENIX Symposium on Operating Systems Design and Implementation (OSDI '21) | 2021-07-14 |
Oort is a participant-selection framework that selects clients by a combined loss-over-duration utility score, using exploration/exploitation and uncertainty… | ||
| Sol: Fast Distributed Computation Over Slow Networks | NSDI 2020 | 2020-02-25 |
Sol is a federated execution engine that pushes tasks to site managers to hide hundreds-of-milliseconds control latency and decouples communication from… | ||
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