Zhen Zheng
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| title | conference | date |
|---|---|---|
| PluS: Highly Efficient and Expandable ML Compiler with Pluggable Graph Schedules | USENIX ATC '25 | 2025-07-07 |
PluS implements a loop-centric plus graph abstraction plus a pattern warehouse for decoupled subgraph matching and a PluS code template interface, letting… | ||
| Quant-LLM: Accelerating the Serving of Large Language Models via FP6-Centric... | USENIX ATC 2024 | 2024-07-10 |
Quant-LLM demonstrates that FP6 weight quantization preserves LLM quality while enabling much cheaper serving by building a CUDA kernel suite called TC-FPx… | ||
| MonoNN: Enabling a New Monolithic Optimization Space for Neural Network Inference... | 18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24) | 2024-07-10 |
MonoNN compiles an entire static neural network into a monolithic kernel on a single GPU to slash CPU-to-GPU launch and off‑chip traffic, empirically… | ||
| Whale: Efficient Giant Model Training over Heterogeneous GPUs | USENIX ATC '22 | 2022-07-11 |
Whale is a distributed training framework that adds two model-annotation primitives, replicate and split, to transform a local DAG into a distributed plan and… | ||
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