2 papers
cs.DC2026
Energy-Efficient Multimodal Inference Serving with Tri-serve
Ziyang Jia, Sara Rashidi Golrouye, Laxmi Bhuyan +5
Multimodal model inference creates substantial energy demand with growing performance requirements. Within GPUs, power is autonomously managed by an on-board power management unit…
cs.DC2025
EdgeReasoning: Characterizing Reasoning LLM Deployment on Edge GPUs
Benjamin Kubwimana, Qijing Huang
Edge intelligence paradigm is increasingly demanded by the emerging autonomous systems, such as robotics. Beyond ensuring privacy-preserving operation and resilience in connectivit…