Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-18T03:41:50.348012Z
Paper Citation Record · LEDGER
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices
As of 6 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 4 inbound Pith citation observations for arXiv:2510.24145.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T00:18:42.680931Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-05-14T21:49:29.222820Z
Reference resolution
58 of 58 outbound references displayed
- verified exact5
- verified fuzzy52
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation b3872474-8941-4ced-ba13-c3d3932bf5ca · outbound
This paper cites Openrca: Can large language models locate the root cause of software failures?.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Openrca: Can large language models locate the root cause of software failures?
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.368533Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5fa818a9-2ee5-4e5d-9c01-ff67f44cd0a0 · outbound
This paper cites Automatic root cause analysis via large language models for cloud incidents.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Automatic root cause analysis via large language models for cloud incidents
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.380054Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation cca3bb2c-f6ee-49fc-a19b-a947bc81fd17 · outbound
This paper cites Art: A unified unsupervised framework for incident management in mi- croservice systems.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Art: A unified unsupervised framework for incident management in mi- croservice systems
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.366003Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7270943a-b54e-415c-be49-c509d8fb5a14 · outbound
This paper cites Incident report of google cloud outage.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Incident report of google cloud outage
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.327296Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4c3bd014-3c80-4740-a22f-3968c78073d6 · outbound
This paper cites Failure diagnosis in microservice systems: A comprehensive survey and analysis.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Failure diagnosis in microservice systems: A comprehensive survey and analysis
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.330384Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation aeab4bf3-422f-47fb-ae56-6e64740d49d9 · outbound
This paper cites Automap: Diagnose your microservice-based web applications automatically.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Automap: Diagnose your microservice-based web applications automatically
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.400332Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 84558b57-8531-4d1a-aca3-173a09cf0bc1 · outbound
This paper cites Localizing failure root causes in a microservice through causality inference.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Localizing failure root causes in a microservice through causality inference
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.384841Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 699cb937-a0db-4ec4-9f08-eb35aeb7ec12 · outbound
This paper cites Eadro: An end- to-end troubleshooting framework for microservices on multi-source data.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Eadro: An end- to-end troubleshooting framework for microservices on multi-source data
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.412379Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 70871471-b287-40ad-8d20-964d9a041eea · outbound
This paper cites Giving every modality a voice in microservice failure diagnosis via multimodal adaptive optimization.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Giving every modality a voice in microservice failure diagnosis via multimodal adaptive optimization
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.363518Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 77074fa4-f978-4e3c-b8d7-a58290d280d8 · outbound
This paper cites Mulan: multi-modal causal structure learning and root cause analysis for microservice systems.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Mulan: multi-modal causal structure learning and root cause analysis for microservice systems
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.356120Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4386d976-3e01-4712-aede-44b88c284ee9 · outbound
This paper cites Nezha: Interpretable fine-grained root causes analysis for microservices on multi-modal observability data.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Nezha: Interpretable fine-grained root causes analysis for microservices on multi-modal observability data
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.448327Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 027acf6e-8c47-4d36-b224-719f83645e9c · outbound
This paper cites Robust failure diagnosis of microservice system through multimodal data.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Robust failure diagnosis of microservice system through multimodal data
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.346123Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6a6990d0-beee-41f7-a1e1-87b15b016d14 · outbound
This paper cites Recommending root-cause and mitigation steps for cloud incidents using large language models.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Recommending root-cause and mitigation steps for cloud incidents using large language models
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.442808Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b51b8ee6-c9e5-4de1-b5f1-6f7ab874f5be · outbound
This paper cites Automated root causing of cloud incidents using in-context learning with gpt-4.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Automated root causing of cloud incidents using in-context learning with gpt-4
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.453888Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d99506d3-0434-46c0-a4e1-20b913730d74 · outbound
This paper cites Large language models can provide accurate and interpretable incident triage.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Large language models can provide accurate and interpretable incident triage
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.340005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 355cda86-7715-4bbd-a896-61be41321120 · outbound
This paper cites The potential of one-shot failure root cause analysis: Collaboration of the large language model and small classifier.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices The potential of one-shot failure root cause analysis: Collaboration of the large language model and small classifier
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.333780Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7d757218-6a93-4821-8f4f-095d7f1dff86 · outbound
This paper cites mabc: Multi-agent blockchain-inspired collaboration for root cause analysis in micro-services architecture.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices mabc: Multi-agent blockchain-inspired collaboration for root cause analysis in micro-services architecture
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.428021Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0c5814e5-d2f4-4256-a898-7a965706df63 · outbound
This paper cites Interpretable failure localization for microservice systems based on graph autoencoder.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Interpretable failure localization for microservice systems based on graph autoencoder
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.422867Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ee6d6a98-5597-4084-8bad-19d8120c0c9b · outbound
This paper cites Mapcoder: Multi-agent code generation for competitive problem solving.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Mapcoder: Multi-agent code generation for competitive problem solving
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.451095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5b1cdaa3-58af-41c3-8e56-6bfdc135d1a9 · outbound
This paper cites Codes: Natural language to code repository via multi-layer sketch.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Codes: Natural language to code repository via multi-layer sketch
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.457274Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 503d0714-15dd-486a-8b0d-9abf9605834e · outbound
This paper cites A pair programming framework for code generation via multi-plan exploration and feedback- driven refinement.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices A pair programming framework for code generation via multi-plan exploration and feedback- driven refinement
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.348749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1deb4842-d0ec-4dec-8191-c1b90be6a263 · outbound
This paper cites Axnav: Replaying accessibility tests from natural language.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Axnav: Replaying accessibility tests from natural language
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.337277Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 28a158dc-4447-4f28-8cfe-cab2f3b4024f · outbound
This paper cites Large language model-powered smart contract vulnerability detection: New perspec- 11 tives.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Large language model-powered smart contract vulnerability detection: New perspec- 11 tives
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.321187Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation fc532855-0120-4ea6-b071-5238e8a38c3a · outbound
This paper cites MARE: Multi-Agents Collaboration Framework for Requirements Engineering.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices MARE: Multi-Agents Collaboration Framework for Requirements Engineering
Reference 24
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-18T03:42:22.588499Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 99cbe01a-c256-4bda-a700-25b50517060b · outbound
This paper cites Elicitron: A large language model agent-based simulation framework for design requirements elicitation.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Elicitron: A large language model agent-based simulation framework for design requirements elicitation
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.324047Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bd860baf-7bb8-42a7-a0ea-ceb01e23d052 · outbound
This paper cites D-bot: Database diagnosis system using large language models.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices D-bot: Database diagnosis system using large language models
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.432664Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d159eb19-2fa9-47d2-b80a-599283f78530 · outbound
This paper cites Flow-of-action: Sop enhanced llm-based multi- agent system for root cause analysis.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Flow-of-action: Sop enhanced llm-based multi- agent system for root cause analysis
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.430292Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 62139b90-4c11-4164-96cd-1481f85f053d · outbound
This paper cites Microservices: yesterday, today, and tomor- row.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Microservices: yesterday, today, and tomor- row
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.440600Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3bff133c-9786-4317-b28c-9278441bdb8e · outbound
This paper cites Proximal Policy Optimization Algorithms.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Proximal Policy Optimization Algorithms
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T03:42:22.604482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b37b93ae-d22f-4e29-89ce-266afd73ec06 · outbound
This paper cites GPT-4 Technical Report.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices GPT-4 Technical Report
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T03:42:22.596885Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 328e7b73-cec7-43d4-ace9-13bc62653c85 · outbound
This paper cites Retrieval-augmented generation for large language models: A survey.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Retrieval-augmented generation for large language models: A survey
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.435456Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 29bfcbe8-24b9-44da-8e07-d74df0935da5 · outbound
This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Reference 32
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T03:42:22.584890Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 55fc5ae9-58f3-4cf4-900e-7c151bcf86d1 · outbound
This paper cites Memorag: Boosting long context processing with global memory- enhanced retrieval augmentation.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Memorag: Boosting long context processing with global memory- enhanced retrieval augmentation
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.420468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 64043b0d-f599-484c-9d40-907852aee391 · outbound
This paper cites Hy- bridrag: Integrating knowledge graphs and vector retrieval augmented generation for efficient information extraction.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Hy- bridrag: Integrating knowledge graphs and vector retrieval augmented generation for efficient information extraction
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.414959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8c6bf66b-5393-49d5-a6d7-6557507877eb · outbound
This paper cites Identifying root-cause metrics for incident diagnosis in online service systems.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Identifying root-cause metrics for incident diagnosis in online service systems
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.417969Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e3fb93cc-4e80-476f-b227-b747b755e005 · outbound
This paper cites Drain: An online log parsing approach with fixed depth tree.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Drain: An online log parsing approach with fixed depth tree
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.342717Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b7bbf474-2ed9-4a86-b951-0f48835f6c86 · outbound
This paper cites Term-weighting approaches in automatic text retrieval.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Term-weighting approaches in automatic text retrieval
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.445175Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 457daabf-800c-4c17-bc7d-ea6a1e9e1cbc · outbound
This paper cites Trioxpert: An automated incident management framework for microservice system.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Trioxpert: An automated incident management framework for microservice system
Reference 38
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T03:42:22.593518Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 66b0d900-3e42-424a-8225-23c225fc7555 · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Chain-of-thought prompting elicits reasoning in large language models
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.425666Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 4ad2a787-b4e1-4408-a280-54fc49896b66 · outbound
This paper cites Sre book, chapter 9: Incident response.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Sre book, chapter 9: Incident response
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.405696Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 866e3155-f6b3-4bdc-b840-49d13b925e91 · outbound
This paper cites G-eval: Nlg evaluation using gpt-4 with better human alignment.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices G-eval: Nlg evaluation using gpt-4 with better human alignment
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.403095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation aa46c9e4-3dbd-4e7f-a9f7-d29ba44b5c44 · outbound
This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Reference 42
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T03:42:22.600575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 777e4193-378f-4d39-9817-9d03a24e5f69 · outbound
This paper cites Retrieval- augmented generation for knowledge-intensive nlp tasks.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Retrieval- augmented generation for knowledge-intensive nlp tasks
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.397201Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ccfa142c-a928-4543-aafa-aa1ec323e0ba · outbound
This paper cites Exploring llm-based agents for root cause analysis.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Exploring llm-based agents for root cause analysis
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.377722Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2d780973-fdd1-42b2-bb03-221135e6323a · outbound
This paper cites Reflex- ion: Language agents with verbal reinforcement learning.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Reflex- ion: Language agents with verbal reinforcement learning
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.438069Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 356b06b4-5bfc-4198-9166-436defc09d28 · outbound
This paper cites React: Synergizing reasoning and acting in language models.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices React: Synergizing reasoning and acting in language models
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.351388Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 32b1c742-f1b8-4039-b0e2-98b1209b1a09 · outbound
This paper cites Incremental causal graph learning for online root cause analysis.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Incremental causal graph learning for online root cause analysis
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.375504Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 99296248-1d0c-403e-be5b-16ce0f1f47bc · outbound
This paper cites Actionable and interpretable fault localization for recurring failures in online service systems.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Actionable and interpretable fault localization for recurring failures in online service systems
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.353578Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ee9f5459-ca5e-45b9-9663-04d97a232b32 · outbound
This paper cites Cloudranger: Root cause identification for cloud native systems.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Cloudranger: Root cause identification for cloud native systems
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.382548Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 489c93fb-9b9a-4be5-81cb-204c92265df4 · outbound
This paper cites Ms-rank: Multi-metric and self- adaptive root cause diagnosis for microservice applications.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Ms-rank: Multi-metric and self- adaptive root cause diagnosis for microservice applications
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.373164Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a1640a5c-c91b-4e97-92a1-871e39150740 · outbound
This paper cites Swisslog: Robust anomaly detection and localization for interleaved unstructured logs.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Swisslog: Robust anomaly detection and localization for interleaved unstructured logs
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.360860Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 697888db-a5d7-417b-9e30-2c12524ac1c8 · outbound
This paper cites Logkg: Log failure diagnosis through knowledge graph.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Logkg: Log failure diagnosis through knowledge graph
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.358335Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 9743476a-3224-487a-9254-03e5409e390a · outbound
This paper cites Logm: Log analysis for multiple components of hadoop platform.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Logm: Log analysis for multiple components of hadoop platform
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.389741Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ef7f4f7f-8286-44b4-a281-a76f39e8f3cd · outbound
This paper cites Onion: identifying incident-indicating logs for cloud systems.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Onion: identifying incident-indicating logs for cloud systems
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.370910Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 30637869-779c-4a75-b960-9a5879b341e9 · outbound
This paper cites Latent error prediction and fault localization for microservice applications by learning from system trace logs.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Latent error prediction and fault localization for microservice applications by learning from system trace logs
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.392034Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 21f0c612-de6d-4630-a57c-e16b5d871388 · outbound
This paper cites Tracerank: Abnormal service localization with dis-aggregated end-to-end tracing data in cloud native systems.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Tracerank: Abnormal service localization with dis-aggregated end-to-end tracing data in cloud native systems
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.387223Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 303b8200-bffa-4583-b6dc-31e98e7b2a3b · outbound
This paper cites Practical root cause localization for microservice systems via trace analysis.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Practical root cause localization for microservice systems via trace analysis
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.409304Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 775ad7a6-e772-4aec-af63-d9944e78a61b · outbound
This paper cites Tracenet: Operation aware root cause localization of microservice system anomalies.
OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices Tracenet: Operation aware root cause localization of microservice system anomalies
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-18T03:42:23.394611Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Pith citing papers
Observation ae694ec9-1259-4900-8502-ed5ff3fb062f · inbound
Position: agentic AI orchestration should be Bayes-consistent cites this paper.
Position: agentic AI orchestration should be Bayes-consistent OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices
Reference 13
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T02:48:13.602326Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7b0f20f5-5499-4640-97e4-edfc27cd9871 · inbound
SREGym: A Live Benchmark for AI SRE Agents with High-Fidelity Failure Scenarios cites this paper.
SREGym: A Live Benchmark for AI SRE Agents with High-Fidelity Failure Scenarios OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices
Reference 60
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T02:48:13.602326Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3d5ab3f1-066f-4b37-8cca-3b2dc0dc4026 · inbound
SREGym: A Live Benchmark for AI SRE Agents with High-Fidelity Failure Scenarios cites this paper.
SREGym: A Live Benchmark for AI SRE Agents with High-Fidelity Failure Scenarios OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices
Reference 58
- Resolution
- verified exact
- local_arxiv, observed 2026-05-14T21:49:29.225384Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation aaeefc47-e88d-4eb4-ae40-69540b80ccbe · inbound
SREGym: A Live Benchmark for AI SRE Agents with High-Fidelity Failure Scenarios cites this paper.
SREGym: A Live Benchmark for AI SRE Agents with High-Fidelity Failure Scenarios OpsAgent: An Evolving Multi-agent System for Incident Management in Microservices
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T00:18:42.680931Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.