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ServeFlow: A Fast-Slow Model Architecture for Network Traffic Analysis
We identify that on the same task, inference time across models can differ by 2. 7x-136. 3x, while the median inter-packet waiting time is often 6-8 orders of magnitude higher than the inference time!
EdgeServe: A Streaming System for Decentralized Model Serving
The relevant features for a machine learning task may arrive as one or more continuous streams of data.
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