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Minghua Ma

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

40

Venues

17

Active years

2016–2026

Best venue rank

A*

Where they publish

Papers

40 indexed papers, newest first.

YearVenueTitleAuthors
2026ACLPARIF: Pushing the Pareto Frontier of Instruction Following and Reasoning with Curriculum Reinforcement Learning.Rongchuan Mu, Zexin Wang, Qianyu Wang, Minghua Ma, Zekun Wang, Ming Liu, Bing Qin
2026ACLLearning from Mistakes: Negative Reasoning Samples Enhance Out-of-Domain Generalization.Tian Xueyun, Minghua Ma, Bingbing Xu, Nuoyan Lyu, Wei Li, Heng Dong, Zheng Chu, Yuanzhuo Wang, Huawei Shen
2025ACLEffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models.Zekun Wang, Minghua Ma, Zexin Wang, Rongchuan Mu, Liping Shan, Ming Liu, Bing Qin
2025COLINGCFSP: An Efficient Structured Pruning Framework for LLMs with Coarse-to-Fine Activation Information.Yuxin Wang, Minghua Ma, Zekun Wang, Jingchang Chen, Liping Shan, Qing Yang, Dongliang Xu, Ming Liu, Bing Qin
2025ICDEAllHands :Ask Me Anything on Large-scale Verbatim Feedback via Large Language Models.Chaoyun Zhang, Zicheng Ma, Yuhao Wu, Shilin He, Si Qin, Minghua Ma, Xiaoting Qin, Yu Kang, Yuyi Liang, Xiaoyu Gou, Yajie Xue, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
2025ICSEOrchestrating Cross-Layer Anomaly Detection and Mitigation to Address Gray Failures in Large-Scale Cloud Infrastructure.Ze Li, Chang Lou, Vignatha Yenugutala, Vivek Ramamurthy, Eion Blanchard, Minghua Ma, Murali Chintalapati
2025ISSREAn Empirical Study of Production Incidents in Generative AI Cloud Services.Haoran Yan, Yinfang Chen, Minghua Ma, Ming Wen, Shan Lu, Shenglin Zhang, Tianyin Xu, Rujia Wang, Chetan Bansal, Saravan Rajmohan, Qingwei Lin, Chaoyun Zhang, Dongmei Zhang
2025ISSREToo Many Cooks: Assessing the Need for Multi-Source Data in Microservice Failure Diagnosis.Shenglin Zhang, Xiaoyu Feng, Runzhou Wang, Minghua Ma, Wenwei Gu, Yongqian Sun, Zedong Jia, Jinrui Sun, Dan Pei
2025KDDLarge Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection.Jun Liu, Chaoyun Zhang, Jiaxu Qian, Minghua Ma, Si Qin, Chetan Bansal, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang
2025NAACLUFO: A UI-Focused Agent for Windows OS Interaction.Chaoyun Zhang, Liqun Li, Shilin He, Xu Zhang, Bo Qiao, Si Qin, Minghua Ma, Yu Kang, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Qi Zhang
2025SANERAIOpsArena: Scenario-Oriented Evaluation and Leaderboard for AIOps Algorithms in Microservices.Yongqian Sun, Jiaju Wang, Zhengdan Li, Xiaohui Nie, Minghua Ma, Shenglin Zhang, Yuhe Ji, Lu Zhang, Wen Long, Hengmao Chen, Yongnan Luo, Dan Pei
2024ACLEverything of Thoughts: Defying the Law of Penrose Triangle for Thought Generation.Ruomeng Ding, Chaoyun Zhang, Lu Wang, Yong Xu, Minghua Ma, Wei Zhang, Si Qin, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang
2024CLOUDBuilding AI Agents for Autonomous Clouds: Challenges and Design Principles.Manish Shetty, Yinfang Chen, Gagan Somashekar, Minghua Ma, Yogesh Simmhan, Xuchao Zhang, Jonathan Mace, Dax Vandevoorde, Pedro Henrique B. Las-Casas, Shachee Mishra Gupta, Suman Nath, Chetan Bansal, Saravan Rajmohan
2024CLOUDDeoxys: A Causal Inference Engine for Unhealthy Node Mitigation in Large-scale Cloud Infrastructure.Chaoyun Zhang, Randolph Yao, Si Qin, Ze Li, Shekhar Agrawal, Binit R. Mishra, Tri Tran, Minghua Ma, Qingwei Lin, Murali Chintalapati, Dongmei Zhang
2024EuroSysAutomatic Root Cause Analysis via Large Language Models for Cloud Incidents.Yinfang Chen, Huaibing Xie, Minghua Ma, Yu Kang, Xin Gao, Liu Shi, Yunjie Cao, Xuedong Gao, Hao Fan, Ming Wen, Jun Zeng, Supriyo Ghosh, Xuchao Zhang, Chaoyun Zhang, Qingwei Lin, Saravan Rajmohan, Dongmei Zhang, Tianyin Xu
2024ICSEXpert: Empowering Incident Management with Query Recommendations via Large Language Models.Yuxuan Jiang, Chaoyun Zhang, Shilin He, Zhihao Yang, Minghua Ma, Si Qin, Yu Kang, Yingnong Dang, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang
2024ISSRECan We Trust Auto-Mitigation? Improving Cloud Failure Prediction with Uncertain Positive Learning.Haozhe Li, Minghua Ma, Yudong Liu, Pu Zhao, Shuo Li, Ze Li, Murali Chintalapati, Yingnong Dang, Chetan Bansal, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang
2024ISSREEarly Bird: Ensuring Reliability of Cloud Systems Through Early Failure Prediction.Yudong Liu, Minghua Ma, Pu Zhao, Tianci Li, Bo Qiao, Shuo Li, Ze Li, Murali Chintalapati, Yingnong Dang, Chetan Bansal, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang
2024ISSRELarge Language Models Can Provide Accurate and Interpretable Incident Triage.Zexin Wang, Jianhui Li, Minghua Ma, Ze Li, Yu Kang, Chaoyun Zhang, Chetan Bansal, Murali Chintalapati, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang, Changhua Pei, Gaogang Xie
2024ISSREEnhanced Fine-Tuning of Lightweight Domain-Specific Q&A Model Based on Large Language Models.Shenglin Zhang, Pengtian Zhu, Minghua Ma, Jiagang Wang, Yongqian Sun, Dongwen Li, Jingyu Wang, Qianying Guo, Xiaolei Hua, Lin Zhu, Dan Pei
2024KDDMicroservice Root Cause Analysis With Limited Observability Through Intervention Recognition in the Latent Space.Zhe Xie, Shenglin Zhang, Yitong Geng, Yao Zhang, Minghua Ma, Xiaohui Nie, Zhenhe Yao, Longlong Xu, Yongqian Sun, Wentao Li, Dan Pei
2024KDDPre-trained KPI Anomaly Detection Model Through Disentangled Transformer.Zhaoyang Yu, Changhua Pei, Xin Wang, Minghua Ma, Chetan Bansal, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang, Xidao Wen, Jianhui Li, Gaogang Xie, Dan Pei
2024WWWRevisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective.Zexin Wang, Changhua Pei, Minghua Ma, Xin Wang, Zhihan Li, Dan Pei, Saravan Rajmohan, Dongmei Zhang, Qingwei Lin, Haiming Zhang, Jianhui Li, Gaogang Xie
2023DSNHow Different are the Cloud Workloads? Characterizing Large-Scale Private and Public Cloud Workloads.Xiaoting Qin, Minghua Ma, Yuheng Zhao, Jue Zhang, Chao Du, Yudong Liu, Anjaly Parayil, Chetan Bansal, Saravan Rajmohan, igo Goiri, Eli Cortez, Si Qin, Qingwei Lin, Dongmei Zhang
2023ICSECONAN: Diagnosing Batch Failures for Cloud Systems.Liqun Li, Xu Zhang, Shilin He, Yu Kang, Hongyu Zhang, Minghua Ma, Yingnong Dang, Zhangwei Xu, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang
2023ICSEAegis: Attribution of Control Plane Change Impact across Layers and Components for Cloud Systems.Xiaohan Yan, Ken Hsieh, Yasitha Liyanage, Minghua Ma, Murali Chintalapati, Qingwei Lin, Yingnong Dang, Dongmei Zhang
2023ICSETraceArk: Towards Actionable Performance Anomaly Alerting for Online Service Systems.Zhengran Zeng, Yuqun Zhang, Yong Xu, Minghua Ma, Bo Qiao, Wentao Zou, Qingjun Chen, Meng Zhang, Xu Zhang, Hongyu Zhang, Xuedong Gao, Hao Fan, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang
2023ISSRECODEC: Cost-Effective Duration Prediction System for Deadline Scheduling in the Cloud.Haozhe Li, Minghua Ma, Yudong Liu, Si Qin, Bo Qiao, Randolph Yao, Harshwardhan Chaturvedi, Tri Tran, Murali Chintalapati, Saravan Rajmohan, Qingwei Lin, Dongmei Zhang
2023KDDRobust Multimodal Failure Detection for Microservice Systems.Chenyu Zhao, Minghua Ma, Zhenyu Zhong, Shenglin Zhang, Zhiyuan Tan, Xiao Xiong, LuLu Yu, Jiayi Feng, Yongqian Sun, Yuzhi Zhang, Dan Pei, Qingwei Lin, Dongmei Zhang
2023WWWEDITS: An Easy-to-difficult Training Strategy for Cloud Failure Prediction.Qingwei Lin, Tianci Li, Pu Zhao, Yudong Liu, Minghua Ma, Lingling Zheng, Murali Chintalapati, Bo Liu, Paul Wang, Hongyu Zhang, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
2022DEXAMining Fluctuation Propagation Graph Among Time Series with Active Learning.Mingjie Li, Minghua Ma, Xiaohui Nie, Kanglin Yin, Li Cao, Xidao Wen, Zhiyun Yuan, Duogang Wu, Guoying Li, Wei Liu, Xin Yang, Dan Pei
2022KDDMulti-task Hierarchical Classification for Disk Failure Prediction in Online Service Systems.Yudong Liu, Hailan Yang, Pu Zhao, Minghua Ma, Chengwu Wen, Hongyu Zhang, Chuan Luo, Qingwei Lin, Chang Yi, Jiaojian Wang, Chenjian Zhang, Paul Wang, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
2022WWWUniParser: A Unified Log Parser for Heterogeneous Log Data.Yudong Liu, Xu Zhang, Shilin He, Hongyu Zhang, Liqun Li, Yu Kang, Yong Xu, Minghua Ma, Qingwei Lin, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang
2021USENIXJump-Starting Multivariate Time Series Anomaly Detection for Online Service Systems.Minghua Ma, Shenglin Zhang, Junjie Chen, Jim Xu, Haozhe Li, Yongliang Lin, Xiaohui Nie, Bo Zhou, Yong Wang, Dan Pei
2018ISSRERobust and Rapid Adaption for Concept Drift in Software System Anomaly Detection.Minghua Ma, Shenglin Zhang, Dan Pei, Xin Huang, Hongwei Dai
2017IWQoSYou can hide, but your periodic schedule can't.Minghua Ma, Kai Zhao, Kaixin Sui, Lei Xu, Yong Li, Dan Pei
2016INFOCOMWiFi can be the weakest link of round trip network latency in the wild.Changhua Pei, Youjian Zhao, Guo Chen, Ruming Tang, Yuan Meng, Minghua Ma, Ken Ling, Dan Pei
2016IWQoSYour trajectory privacy can be breached even if you walk in groups.Kaixin Sui, Youjian Zhao, Dapeng Liu, Minghua Ma, Lei Xu, Zimu Li, Dan Pei
2016MobisysCharacterizing and Improving WiFi Latency in Large-Scale Operational Networks.Kaixin Sui, Mengyu Zhou, Dapeng Liu, Minghua Ma, Dan Pei, Youjian Zhao, Zimu Li, Thomas Moscibroda
2016MobisysMobiCamp: a Campus-wide Testbed for Studying Mobile Physical Activities.Mengyu Zhou, Kaixin Sui, Minghua Ma, Youjian Zhao, Dan Pei, Thomas Moscibroda