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cs.LG2025
Root Cause Analysis for Microservice Systems via Cascaded Conditional Learning with Hypergraphs
Shuaiyu Xie, Hanbin He, Jian Wang +1
Root cause analysis in microservice systems typically involves two core tasks: root cause localization (RCL) and failure type identification (FTI). Despite substantial research eff…
cs.MA2025
Self-Organizing Agent Network for LLM-based Workflow Automation
Yiming Xiong, Jian Wang, Bing Li +2
Recent multi-agent frameworks built upon large language models (LLMs) have demonstrated remarkable capabilities in complex task planning. However, in real-world enterprise environm…
cs.SE2025
ScalerEval: Automated and Consistent Evaluation Testbed for Auto-scalers in Microservices
Shuaiyu Xie, Jian Wang, Yang Luo +3
Auto-scaling is an automated approach that dynamically provisions resources for microservices to accommodate fluctuating workloads. Despite the introduction of many sophisticated a…