Yuanchao Shu
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| title | conference | date |
|---|---|---|
| AVA: Towards Agentic Video Analytics with Vision Language Models | NSDI '26 | 2026-05-04 |
AVA builds an Event Knowledge Graphs index from long streams by windowed captioning with a 7B VLM (e.g., ChainOne VL), semantic merging via BLEU/BERT-like… | ||
| Vulcan: Automatic Query Planning for Live ML Analytics | 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24) | 2024-04-16 |
Vulcan automatically generates full query plans for live ML analytics by building pipelines, deciding filter order, and jointly optimizing operator placement… | ||
| RECL: Responsive Resource-Efficient Continuous Learning for Video Analytics | NSDI 2023 | 2023-04-17 |
System integrates a shared model zoo of previously adapted lightweight experts, a learned model selector that predicts per-frame accuracy and aggregates… | ||
| Gemel: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge | NSDI 2023 | 2023-04-17 |
Gemel is a system that jointly retrains and merges layers and weights across edge vision models so one copy of shared layers fits in GPU memory, combined with… | ||
| Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers | 19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22) | 2022-04-04 |
Edge servers run compressed video models that drift with live data; Ekya continuously retrains selected models and schedules GPU time to maximize mean… | ||
| Authenticating Drivers Using Automotive Batteries | UbiComp 2021 | 2021-09-21 |
BAuth authenticates drivers by reading a battery voltage fingerprint produced by a driver’s customized start sequence and matching that fingerprint on an… | ||
| nothing matches | ||