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cs.DC2025
ECCO: Leveraging Cross-Camera Correlations for Efficient Live Video Continuous Learning
Yuze He, Ferdi Kossmann, Srinivasan Seshan +1
Recent advances in video analytics address real-time data drift by continuously retraining specialized, lightweight DNN models for individual cameras. However, the current practice…
cs.DC2024
CascadeServe: Unlocking Model Cascades for Inference Serving
Ferdi Kossmann, Ziniu Wu, Alex Turk +3
Machine learning (ML) models are increasingly deployed to production, calling for efficient inference serving systems. Efficient inference serving is complicated by two challenges:…