2 papers
cs.DC2024
A House United Within Itself: SLO-Awareness for On-Premises Containerized ML Inference Clusters via Faro
Beomyeol Jeon, Chen Wang, Diana Arroyo +2
This paper tackles the challenge of running multiple ML inference jobs (models) under time-varying workloads, on a constrained on-premises production cluster. Our system Faro takes…
eess.IV2024
FrameCorr: Adaptive, Autoencoder-based Neural Compression for Video Reconstruction in Resource and Timing Constrained Network Settings
John Li, Shehab Sarar Ahmed, Deepak Nair
Despite the growing adoption of video processing via Internet of Things (IoT) devices due to their cost-effectiveness, transmitting captured data to nearby servers poses challenges…