Jianyu Huang
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linkedin:jianyuhuang
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| title | conference | date |
|---|---|---|
| Inference Deployments and Comms Implication | @Scale: Networking 2025 | 2025-08-13 |
Introduces DDA flat and DDA tree all‑reduce variants that trade extra data movement for fewer steps and report up to 50% speedup on small messages (<5 MB)… | ||
| WLB-LLM: Workload-Balanced 4D Parallelism for Large Language Model Training | OSDI '25 | 2025-07-07 |
Analysis finds up to 1.4× GPU compute skew in Llama 3 400B traces and pins sources to pipeline-level packing and context-level sharding. The system implements… | ||
| 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… | ||
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