Kuntai Du
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| title | conference | date |
|---|---|---|
| DroidSpeak: KV Cache Sharing Across Fine-tuned Model Variants | NSDI '26 | 2026-05-04 |
DroidSpeak enables KV cache reuse across fine‑tuned variants of the same architecture by profiling model pairs to find a small set of critical layers (about… | ||
| The State of vLLM | Ray Summit 2024 | 2024-09-30 |
vLLM is an open‑source LLM inference and serving engine (origin Aug 2022, open‑sourced June 2023) that now powers production demos and cloud integrations and… | ||
| ChameleonAPI: Automatic and Efficient Customization of Neural Networks for ML... | 18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24) | 2024-07-10 |
Paper builds ChameleonAPI that parses app code to extract a decision-making summary, then uses it to construct an application-specific loss function and… | ||
| GRACE: Loss-Resilient Real-Time Video through Neural Codecs | 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24) | 2024-04-16 |
A neural video codec that jointly trains encoder and decoder under simulated packet losses and randomly zeroed tensor partitions yields graceful quality… | ||
| Run-Time Prevention of Software Integration Failures of Machine Learning APIs | OOPSLA 2023 | 2023-10-23 |
SmartGear is a run-time adapter that sits between ML cloud APIs and application code, inserted via bytecode instrumentation, that detects… | ||
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