Nikolaos Karianakis
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| title | conference | date |
|---|---|---|
| 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… | ||
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