Qinghao Hu
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| title | conference | date |
|---|---|---|
| OpenTela: Unifying Decentralized Computing Resources for Heterogeneous LLM Serving (Oper… | 20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26) | 2026-07-13 |
A user-space overlay implements CRDT-based gossip and NAT-punching/relay transport to federate Slurm, Kubernetes and bare-metal serving engines without root or… | ||
| Characterization of Large Language Model Development in the Datacenter | 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24) | 2024-04-16 |
Six-month datacenter trace from Acme covers >4,000 A100 GPUs and ~1M jobs (7B–123B model family, 60% GPU jobs) and shows most GPU time coming from large jobs… | ||
| Hydro: Surrogate-Based Hyperparameter Tuning Service in Datacenters | OSDI 2023 | 2023-07-10 |
Hydro builds a surrogate-based tuning service that trains scaled-down models via Torch FX, applies mu parameterization automatically, fuses multiple trials… | ||
| Primo: Practical Learning-Augmented Systems with Interpretable Models | USENIX ATC '22 | 2022-07-11 |
Primo presents two interpretable models PrAM and PrDT, a Distill Engine, and Bayes Optimization to auto-tune pruning and hyperparameters; it adds Monotonic… | ||
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