Shan Lu
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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… | ||
| A Tale of Two Paths: Toward a Hybrid Data Plane for Efficient Far-Memory Applications | 18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24) | 2024-07-10 |
Atlas implements a hybrid data plane that picks per‑page transfer mode using always‑on profiling (a per‑page card table measuring card access ratio) and a… | ||
| 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… | ||
| ExChain: Exception Dependency Analysis for Root Cause Diagnosis | 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24) | 2024-04-16 |
ExChain is an online monitor that instruments services with low overhead and links silent, state-changing exceptions to distant failures using… | ||
| 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… | ||
| Trace2TAP: Synthesizing Trigger-Action Programs From Traces of Behavior | UbiComp / ISWC 2020 | 2020-09-12 |
Method synthesizes all trigger-action programs that explain past manual actuations using symbolic reasoning and an SMT solver, handles out-of-order events and… | ||
| ALERT: Accurate Learning for Energy and Timeliness | USENIX ATC '20 | 2020-07-15 |
ALERT is a runtime scheduler that simultaneously picks a DNN and a power cap per input, using a probabilistic global slowdown factor and a Kalman filter to… | ||
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