Chengcheng Wan
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| title | conference | date |
|---|---|---|
| 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… | ||
| 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… | ||
| Preview: Verification (Correctness) | OSDI '21 / USENIX ATC '21 | 2021-07-14 |
Five papers show concrete claims and artifacts: data-driven environment synthesis uses protocol traces to prune and order invariant candidates so fewer solver… | ||
| Preview: Verification (Correctness & Debugging) | OSDI '21 / USENIX ATC '21 | 2021-07-14 |
Five systems present concrete results: Pilot applies Python metadata, bytecode edits and dynamic profiling to patch online services without restarts; a fuzzing… | ||
| 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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