187 citations · 390 across the 8 of their papers we have counts for
8 papers
Are GNNs Actually Effective for Multimodal Fault Diagnosis in Microservice Systems?
Fei Gao, Ruyue Xin, Xiaocui Li +1
Graph Neural Networks (GNNs) are widely adopted for fault diagnosis in microservice systems, premised on their ability to model service dependencies. However, the necessity of expl…
Ocean Data Quality Assessment through Outlier Detection-enhanced Active Learning
Na Li, Yiyang Qi, Ruyue Xin +1
Ocean and climate research benefits from global ocean observation initiatives such as Argo, GLOSS, and EMSO. The Argo network, dedicated to ocean profiling, generates a vast volume…
FIRED: a fine-grained robust performance diagnosis framework for cloud applications
Ruyue Xin, Hongyun Liu, Peng Chen +2
To run a cloud application with the required service quality, operators have to continuously monitor the cloud application's run-time status, detect potential performance anomalies…
CausalRCA: Causal Inference based Precise Fine-grained Root Cause Localization for Microservice Applications
Ruyue Xin, Peng Chen, Zhiming Zhao
Effectively localizing root causes of performance anomalies is crucial to enabling the rapid recovery and loss mitigation of microservice applications in the cloud. Depending on th…
Notebook-as-a-VRE (NaaVRE): from private notebooks to a collaborative cloud virtual research environment
Zhiming Zhao, Spiros Koulouzis, Riccardo Bianchi +8
Virtual Research Environments (VREs) provide user-centric support in the lifecycle of research activities, e.g., discovering and accessing research assets, or composing and executi…
A General Deep Learning Framework for Network Reconstruction and Dynamics Learning
Zhang Zhang, Yi Zhao, Jing Liu +4
Many complex processes can be viewed as dynamical systems on networks. However, in real cases, only the performances of the system are known, the network structure and the dynamica…
Complex Network Classification with Convolutional Neural Network
Ruyue Xin, Jiang Zhang, Yitong Shao
Classifying large scale networks into several categories and distinguishing them according to their fine structures is of great importance with several applications in real life. H…
Interactive Levy Flight in Interest Space
Fanqi Zeng, Li Gong, Jing Liu +3
Compared to the well-studied topic of human mobility in real geographic space, very few studies focus on human mobility in virtual space, such as interests, knowledge, ideas, and s…