4 papers
Praxium: Diagnosing Cloud Anomalies with AI-based Telemetry and Dependency Analysis
Rohan Kumar, Jason Li, Zongshun Zhang +3
As the modern microservice architecture for cloud applications grows in popularity, cloud services are becoming increasingly complex and more vulnerable to misconfiguration and sof…
GenLie: A Global-Enhanced Lie Detection Network under Sparsity and Semantic Interference
Zongshun Zhang, Yao Liu, Qiao Liu +5
Video-based lie detection aims to identify deceptive behaviors from visual cues. Despite recent progress, its core challenge lies in learning sparse yet discriminative representati…
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…
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…