Minghua Ma

Microsoft (United States) — United States

Computer Science · Physical Sciences

20h-index1.5kcitations92works7.62yr avg
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Research Topics

Software System Performance and Reliability(41), Anomaly Detection Techniques and Applications(24), Network Security and Intrusion Detection(23), Cloud Computing and Resource Management(16), Time Series Analysis and Forecasting(11)

Publications92 total

LLM-Powered Multi-Agent Collaboration for Intelligent Industrial On-Call Automation
2025
Adaptive Performance Regression Detection Using A Semi-Supervised Siamese Network
2025
UFO$^3$: Weaving the Digital Agent Galaxy
arXiv (Cornell University)·2025Open Access
GUI-360$^\circ$: A Comprehensive Dataset and Benchmark for Computer-Using Agents
ArXiv.org·2025Open Access
Too Many Cooks: Assessing the Need for Multi-Source Data in Microservice Failure Diagnosis
2025
An Empirical Study of Production Incidents in Generative AI Cloud Services
2025· 1 cited
Bridging Edge and Cloud: A Knowledge-Enhanced Framework for Efficient Time Series Anomaly Detection
IEEE Transactions on Services Computing·2025
Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection
2025· 13 citedOpen Access
OpsEval: A Comprehensive Benchmark Suite for Evaluating Large Language Models’ Capability in IT Operations Domain
2025· 2 citedOpen Access
AIOpsLab in Action: An Open Platform for AIOps Research
2025Open Access
Semantic Scheduling for LLM Inference
arXiv (Cornell University)·2025Open Access
Enhanced Fairness Testing via Generating Effective Initial Individual Discriminatory Instances
ACM Transactions on Software Engineering and Methodology·2025
EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models
arXiv (Cornell University)·2025Open Access
AllHands :Ask Me Anything on Large-scale Verbatim Feedback via Large Language Models
2025· 2 cited
Orchestrating Cross-Layer Anomaly Detection and Mitigation to Address Gray Failures in Large-Scale Cloud Infrastructure
2025· 1 cited
UFO2: The Desktop AgentOS
arXiv (Cornell University)·2025Open Access
Failure Diagnosis in Microservice Systems: A Comprehensive Survey and Analysis
ACM Transactions on Software Engineering and Methodology·2025· 29 cited
Real-Time Anomaly Detection for Large-Scale Network Devices
IEEE Transactions on Networking·2025· 3 cited
UFO: A UI-Focused Agent for Windows OS Interaction
2025· 3 citedOpen Access
EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models
2025· 2 citedOpen Access
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Frequent Co-authors

Qingwei Lin(28), Dongmei Zhang(24), Dan Pei(23), Shenglin Zhang(12), Chaoyun Zhang(12), Shilin He(11), Yu Kang(11), Saravan Rajmohan(11), Saravan Rajmohan(10), Yingnong Dang(9), Liqun Li(7), Yongqian Sun(7), Chetan Bansal(7), Si Qin(7), Hongyu Zhang(6), Changhua Pei(6), Yudong Liu(6), Bo Qiao(5), Yong Xu(4), X. Y. Gao(4)