Paper Citation Record · LEDGER

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis

As of 10 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 2 inbound Pith citation observations for arXiv:2502.08224.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.08224 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T06:01:39.901433Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T18:10:31.747998Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 95b9fc4a-8de7-485c-a36b-3e0bb071a8df · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.406854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0c4ff6c6-fb3a-479f-8767-84d9cfec6513 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.394733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f82a9d15-f15c-4cdf-8a1e-93f44d8d5911 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.381829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 33f57951-6943-48c3-9648-3c86a5b94d15 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.368502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 92287047-9b53-4319-b8bd-89d4fa9f1aba · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.721137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56578d59-6969-450e-9d89-d2a385fb11bc · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.355095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0d3b0a2a-ce31-46dd-a03b-bfc9dd63f30c · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.731329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d70152d9-83d2-465a-8483-e48ed2519aa2 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.332074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0a2b9f68-61c0-402d-8289-bd91da351dfd · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.317375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0286428c-327a-450b-96d2-08431c44fa2e · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.304077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 415724a6-600f-437c-b807-30becd6536f2 · outbound

This paper cites Chain of Code: Reasoning with a Language Model-Augmented Code Emulator.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Chain of Code: Reasoning with a Language Model-Augmented Code Emulator

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.751450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d26d19c-cdd4-4c74-879d-5bc36da27ea2 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.290646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 46ae0763-3239-486f-90ee-3a25cf2653be · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.276868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 347540d4-d4c8-4400-b4c6-120ab4fd548a · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.263080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0df097c1-4e23-4e60-b534-3b39a5ec619a · outbound

This paper cites Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.767453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e365fd5e-4f26-4683-8255-a38987de0398 · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.771830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8a144a9-5fa8-4dbd-b879-faf30b95b7cf · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.776731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e153f3c6-2a11-47b6-a963-11fc451b405c · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.781150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14a6c967-6d84-4823-a0b2-b50a75dd0b4d · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.231529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 39a8414f-8a6a-4c86-a04b-6842bf3c477f · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.831116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 032ec6dd-e581-4f1c-b3b8-7dd44ab1f3bf · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.835446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9dae6d6e-e24b-4894-ad92-771a5060db4b · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.200373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3aa71788-b8bc-48cb-abbc-f6f1083f6881 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.842895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a356a39-73c7-4fd6-9d74-791279e3daf1 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.178692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 802381f7-4257-481f-8124-39e098ed3a73 · outbound

This paper cites TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.850053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa3e0703-de9c-4993-a5a2-d59ab60961ca · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.166473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b1fb8992-f754-4487-aec5-3a9e7e9800d6 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.153638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e30af574-ea6d-4b05-a160-a7767490f2e5 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.140792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c92d5889-ad96-4012-8b5d-e193bc04d6f4 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.866309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24663349-f07e-4ef9-9077-eabf9da03610 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.117672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a0a6dab1-17a8-4298-94cd-74def6078c7e · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.102531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 20c73563-4bf2-4487-b3bd-6a026d1e4a77 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis ReAct: Synergizing Reasoning and Acting in Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.879086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f44d009-e0f9-4d1a-a121-527efcb575fa · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.089422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e41360a5-dd06-4c12-83ba-590991ba74f7 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.076086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9ee0a26d-eb27-4a34-9b66-60dc64626623 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.062933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f109c4db-dbbb-47dc-b99e-8cb134d84092 · outbound

This paper cites mABC: multi-Agent Blockchain-Inspired Collaboration for root cause analysis in micro-services architecture.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis mABC: multi-Agent Blockchain-Inspired Collaboration for root cause analysis in micro-services architecture

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.896814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73a8f681-2e31-41e9-b839-cddb65f22b58 · outbound

This paper cites an unresolved cited work.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-08T06:01:40.048323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 31451a85-cbc3-4bf5-940a-9236c712e3bd · outbound

This paper cites Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity.

Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T06:01:39.735670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9f8319a2-553f-4814-a448-288e71d980b3 · inbound

Help Without Being Asked: A Deployed Proactive Agent System for On-Call Support with Continuous Self-Improvement cites this paper.

Help Without Being Asked: A Deployed Proactive Agent System for On-Call Support with Continuous Self-Improvement Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-15T19:56:32.874235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 38fb2474-6364-4bb2-a04a-50bb857259e2 · inbound

Auditable Graph-Guided Root Cause Analysis for Kubernetes Incidents cites this paper.

Auditable Graph-Guided Root Cause Analysis for Kubernetes Incidents Flow-of-Action: SOP Enhanced LLM-Based Multi-Agent System for Root Cause Analysis

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:27:28.075452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.