3 papers
cs.DC2026
CodecSight: Leveraging Video Codec Signals for Efficient Streaming VLM Inference
Yulin Zou, Yan Chen, Wenyan Chen +5
Video streaming analytics is a crucial workload for vision-language model serving, but the high cost of multimodal inference limits scalability. Prior systems reduce inference cost…
cs.MA2024
A novel load distribution strategy for aggregators using IoT-enabled mobile devices
Nitin Shivaraman, Jakob Fittler, Saravanan Ramanathan +2
The rapid proliferation of Internet-of-things (IoT) as well as mobile devices such as Electric Vehicles (EVs), has led to unpredictable load at the grid. The demand to supply ratio…
cs.DC2024
Cluster-based Network Time Synchronization for Resilience with Energy Efficiency
Nitin Shivaraman, Patrick Schuster, Saravanan Ramanathan +2
Time synchronization of devices in Internet-of-Things (IoT) networks is one of the challenging problems and a pre-requisite for the design of low-latency applications. Although man…