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BARO: Robust Root Cause Analysis for Microservices via Multivariate Bayesian Online Change Point Detection

https://doi.org/10.1145/3660805
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/978-1-4612-2748-9_1openalex-snapshot
Introduction and Advertisement
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Experimentation in Software Engineering
inferredcites →https://doi.org/10.1016/0165-1889(80)90069-xopenalex-snapshot
Testing for causality
inferredcites →https://doi.org/10.1016/j.jss.2019.110432openalex-snapshot
Graph-based root cause analysis for service-oriented and microservice architectures
inferredcites →https://doi.org/10.1016/j.jss.2023.111724openalex-snapshot
CausalRCA: Causal inference based precise fine-grained root cause localization for microservice applications
inferredcites →https://doi.org/10.1109/cloud53861.2021openalex-snapshot
2021 IEEE 14th International Conference on Cloud Computing (CLOUD)
inferredcites →https://doi.org/10.1109/cloud53861.2021.00026openalex-snapshot
Causal Modeling based Fault Localization in Cloud Systems using Golden Signals
inferredcites →https://doi.org/10.1109/cloudintelligence52565.2021openalex-snapshot
2021 IEEE/ACM International Workshop on Cloud Intelligence (CloudIntelligence)
inferredcites →https://doi.org/10.1109/ficloud46850.2019openalex-snapshot
2019 7th International Conference on Future Internet of Things and Cloud (FiCloud)
inferredcites →https://doi.org/10.1109/icse-seip52600.2021.00043openalex-snapshot
MicroHECL: High-Efficient Root Cause Localization in Large-Scale Microservice Systems
inferredcites →https://doi.org/10.1109/icse48619.2023openalex-snapshot
2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE)
inferredcites →https://doi.org/10.1109/icst41891.2018openalex-snapshot
2018 IEEE 11th International Conference on Software Testing, Verification and Validation (ICST)
inferredcites →https://doi.org/10.1109/icws48241.2019openalex-snapshot
2019 IEEE International Conference on Web Services (ICWS)
inferredcites →https://doi.org/10.1109/infocom30874.2015openalex-snapshot
2015 IEEE Conference on Computer Communications (INFOCOM)
inferredcites →https://doi.org/10.1109/iwqos49365.2020openalex-snapshot
2020 IEEE/ACM 28th International Symposium on Quality of Service (IWQoS)
inferredcites →https://doi.org/10.1109/noms47738.2020.9110353openalex-snapshot
MicroRCA: Root Cause Localization of Performance Issues in Microservices
inferredcites →https://doi.org/10.1109/tdsc.2004.2openalex-snapshot
Basic concepts and taxonomy of dependable and secure computing
inferredcites →https://doi.org/10.1109/tse.2018.2887384openalex-snapshot
Fault Analysis and Debugging of Microservice Systems: Industrial Survey, Benchmark System, and Empirical Study
inferredcites →https://doi.org/10.1145/1273496openalex-snapshot
Proceedings of the 24th international conference on Machine learning
inferredcites →https://doi.org/10.1145/1390156openalex-snapshot
Proceedings of the 25th international conference on Machine learning - ICML '08
inferredcites →https://doi.org/10.1145/233269.233324openalex-snapshot
BIRCH
inferredcites →https://doi.org/10.1145/2623330.2623374openalex-snapshot
Correlating events with time series for incident diagnosis
inferredcites →https://doi.org/10.1145/3097983.3098144openalex-snapshot
Anomaly Detection in Streams with Extreme Value Theory
inferredcites →https://doi.org/10.1145/3135974.3135977openalex-snapshot
Sieve
inferredcites →https://doi.org/10.1145/3460319.3464805openalex-snapshot
Faster, deeper, easier: crowdsourcing diagnosis of microservice kernel failure from user space
inferredcites →https://doi.org/10.1145/3510003.3510085openalex-snapshot
Adaptive performance anomaly detection for online service systems via pattern sketching
inferredcites →https://doi.org/10.1145/3543507.3583302openalex-snapshot
CMDiagnostor: An Ambiguity-Aware Root Cause Localization Approach Based on Call Metric Data
inferredcites →https://doi.org/10.1145/3551349.3556904openalex-snapshot
Graph based Incident Extraction and Diagnosis in Large-Scale Online Systems
inferredcites →https://doi.org/10.1162/153244302760200696openalex-snapshot
10.1162/153244302760200696
inferredcites →https://doi.org/10.1198/jasa.2002.s232openalex-snapshot
An Introduction to Statistical Modeling of Extreme Values
inferredcites →https://doi.org/10.1214/aos/1176344722openalex-snapshot
Multivariate Generalizations of the Wald-Wolfowitz and Smirnov Two-Sample Tests
inferredcites →https://doi.org/10.1214/aos/1176346148openalex-snapshot
Graph-Theoretic Measures of Multivariate Association and Prediction
inferredcites →https://doi.org/10.5281/zenodo.11063695openalex-snapshot
phamquiluan/baro: 0.2.1 - Bug fixes

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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A Comprehensive Survey on AIOps for Alert Storm Management in Microservices: Understanding, Techniques, and Metrics
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KPIRoot+: An efficient integrated framework for anomaly detection and root cause analysis in large-scale cloud systems
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Towards socio-cyber-physical systems: a software perspective amid AI breakthroughs
inferred← citeshttps://doi.org/10.1016/j.ifacol.2025.09.406openalex-snapshot
Network-based Root Cause Identification to Improve OEE in High-Precision Manufacturing
inferred← citeshttps://doi.org/10.1016/j.jss.2026.112931openalex-snapshot
SDRCA: A software defect root cause analysis framework based on causal reasoning
inferred← citeshttps://doi.org/10.1016/j.procir.2025.09.010openalex-snapshot
Enabling Joint Benchmarking of Automated Root Cause Analysis and Causal Discovery in Manufacturing Using the causRCA Dataset
inferred← citeshttps://doi.org/10.1109/aann71145.2026.11709385openalex-snapshot
SGCAD:Structure-aware Granger Causality-based Anomaly Detection for Microservice Systems
inferred← citeshttps://doi.org/10.1109/access.2025.3602962openalex-snapshot
Smarter Root Cause Analysis: Enhancing BARO With Outlier Filtering and Ranking Refinement
inferred← citeshttps://doi.org/10.1109/access.2026.3667143openalex-snapshot
Semi-Supervised and Disentangled Causal Discovery for Analyzing Fault Propagation in Microservices
inferred← citeshttps://doi.org/10.1109/access.2026.3730237openalex-snapshot
CausalTwinOps: Governance-Gated Counterfactual Repair Verification for Enterprise Data Pipelines
inferred← citeshttps://doi.org/10.1109/bigdata66926.2025.11401594openalex-snapshot
Online Multi-Modal Root Cause Identification in Microservice Systems
inferred← citeshttps://doi.org/10.1109/cisat71030.2026.11682084openalex-snapshot
TraceBudget: Cost-Aware Multimodal Incident Diagnosis with Adaptive Multi-Source Observability Retrieval
inferred← citeshttps://doi.org/10.1109/cloud67622.2025.00037openalex-snapshot
Efficient Microservice Monitoring Via Kernel Transformation and FFT Forecasting
inferred← citeshttps://doi.org/10.1109/eespe68405.2026.11648810openalex-snapshot
Cloud computing service monitoring and application operation and maintenance optimization for big data applications
inferred← citeshttps://doi.org/10.1109/eitce70137.2026.11634314openalex-snapshot
A Retrieval-Augmented Log-Metric-Trace Twin for Backend Failure Diagnosis
inferred← citeshttps://doi.org/10.1109/globecom59602.2025.11431736openalex-snapshot
Modality-Agnostic Root Cause Analysis with Optimal Transport for 5G Core Network
inferred← citeshttps://doi.org/10.1109/icc59461.2026.11587493openalex-snapshot
Graphical Causal Reasoning for Root Cause Analysis in Cloud Networks
inferred← citeshttps://doi.org/10.1109/icc59461.2026.11588156openalex-snapshot
Causal Graph Transformer for Microservices Anomaly Detection
inferred← citeshttps://doi.org/10.1109/icceic67916.2025.11308240openalex-snapshot
Concurrency-Aware Self-Duration and Hierarchical RCA for Deep Microservice Call Chains
inferred← citeshttps://doi.org/10.1109/icicc71012.2026.11637953openalex-snapshot
AI-Based Early-Canary Risk Prediction for Backend Releases
inferred← citeshttps://doi.org/10.1109/icrms65480.2025.00136openalex-snapshot
Interdisciplinary Equation of Microservice Response Time via Spatio-Temporal Attention Network
inferred← citeshttps://doi.org/10.1109/icws67624.2025.00023openalex-snapshot
Robust and Lightweight Root Cause Analysis for Microservice Metrics
inferred← citeshttps://doi.org/10.1109/icws72778.2026.00056openalex-snapshot
TopoEvo: A Topology-Aware Self-Evolving Multi-Agent Framework for Root Cause Analysis in Microservices
inferred← citeshttps://doi.org/10.1109/icws72778.2026.00101openalex-snapshot
SCALER: LLM-Based Cross-Modal Alignment for Microservice Root Cause Analysis
inferred← citeshttps://doi.org/10.1109/icws72778.2026.00102openalex-snapshot
TORCL: Lightweight Root Cause Localization with Temporal-Order-Aware Ranking in Microservices
inferred← citeshttps://doi.org/10.1109/ipdps65963.2026.00073openalex-snapshot
Beyond Thread States: Diagnosing Performance Degradation with eBPF and Thread Dynamics
inferred← citeshttps://doi.org/10.1109/isorc70347.2026.11605538openalex-snapshot
Trace-Aware Multidimensional Analysis of Hidden Bottlenecks in Autoscaling Microservices
inferred← citeshttps://doi.org/10.1109/issre66568.2025.00041openalex-snapshot
Integrating GraphSAGE and Mamba for Self-Supervised Spatio-Temporal Fault Detection in Microservice Systems
inferred← citeshttps://doi.org/10.1109/iwqos65803.2025.11143407openalex-snapshot
Causelens: Causality-Based Interpretable Root Cause Analysis for Microservice Systems
inferred← citeshttps://doi.org/10.1109/mlise70044.2026.11607533openalex-snapshot
VeriTrail-RCA: Evidence-Verified Root Cause Localization for Microservice Backends
inferred← citeshttps://doi.org/10.1109/mlise70044.2026.11607564openalex-snapshot
TopoRCA-Lite: Dynamic Topology-Aware Root Cause Localization Under Limited Observability
inferred← citeshttps://doi.org/10.1109/nfv-sdn66355.2025.11349548openalex-snapshot
XTreeAD: Explainable Boosting Trees for Anomaly Detection in Cloud-native Services
inferred← citeshttps://doi.org/10.1109/tdsc.2026.3706572openalex-snapshot
Toward In-Depth Root Cause Localization for Microservices With Multi-Agent Recursion-of-Thought
inferred← citeshttps://doi.org/10.1145/3691620.3695065openalex-snapshot
Root Cause Analysis for Microservice System based on Causal Inference: How Far Are We?
inferred← citeshttps://doi.org/10.1145/3691620.3695485openalex-snapshot
MRCA: Metric-level Root Cause Analysis for Microservices via Multi-Modal Data
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Not All Exceptions Are Created Equal: Triaging Error Logs in Real-World Enterprises
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FoundRoot: Towards Foundation Model for Root Cause Analysis via Structured Deep Thinking
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CAVIAR: Disentangling Root Causes with an ICA-based VAE for Large-Scale Microservice Systems
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Beyond Microservices: Testing Web-Scale RCA Methods on GPU-Driven LLM Workloads
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Bridging the Delay: Lag-Aware Spatio-Temporal Causal Inference for Microservice Root Cause Analysis
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TORAI: Multi-source Root Cause Analysis for Blind Spots in Microservice Service Call Graph
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Towards the Localization of Multi-Root-Cause Failures in Microservice Systems: An Active Intervention Framework
inferred← citeshttps://doi.org/10.1145/3828675openalex-snapshot
RunbookFX: Type- and Effect-Safe LLM Synthesis for Executable Incident Diagnosis and Mitigation
inferred← citeshttps://doi.org/10.1145/3832783.3834474openalex-snapshot
Expanding Guard Reach: Online Learning-Driven Incremental Kernel Panic Diagnosis
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TRACER: Automated Metric-Level Root Cause Localization in Microservices via Anomaly Detection and Causal Inference
inferred← citeshttps://doi.org/10.3390/electronics14010065openalex-snapshot
SRdetector: Sequence Reconstruction Method for Microservice Anomaly Detection
inferred← citeshttps://doi.org/10.3390/s26175571openalex-snapshot
A Knowledge-Enhanced Iterative Reasoning Framework for Accurate and Traceable Fault Diagnosis in Distributed Service Systems
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Correlation-Driven Root Cause Analysis from Multi-Service Logs via Template-Aware Graph Inference: An Empirical Study on LogHub Hadoop and RCAEval Sock Shop
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