2 papers
cs.LG2025
SERFLOW: A Cross-Service Cost Optimization Framework for SLO-Aware Dynamic ML Inference
Zongshun Zhang, Ibrahim Matta
Dynamic offloading of Machine Learning (ML) model partitions across different resource orchestration services, such as Function-as-a-Service (FaaS) and Infrastructure-as-a-Service…
cs.DC2025
Rethinking Inference Placement for Deep Learning across Edge and Cloud Platforms: A Multi-Objective Optimization Perspective and Future Directions
Zongshun Zhang, Ibrahim Matta
Edge intelligent applications like VR/AR and language model based chatbots have become widespread with the rapid expansion of IoT and mobile devices. However, constrained edge devi…