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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.LG2023★ 3 cited
Privacy and Efficiency of Communications in Federated Split Learning
Zongshun Zhang, Andrea Pinto, Valeria Turina +2
Everyday, large amounts of sensitive data is distributed across mobile phones, wearable devices, and other sensors. Traditionally, these enormous datasets have been processed on a…