Paper Citation Record · LEDGER

A Survey of AIOps in the Era of Large Language Models

As of 19 August 2026, this Paper Citation Record lists 100 of 181 outbound references and 3 inbound Pith citation observations for arXiv:2507.12472.

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

pith.paper-citation-record.v1
2507.12472 v1

Coverage vector

measured 100 of 181 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:26:36.864247Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-09T21:02:40.968352Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T21:06:34.881505Z

Reference resolution

100 of 181 outbound references displayed

verified exact9
verified fuzzy0
unresolved91
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f5fcb5f1-2887-406a-a352-ea632fc30d4b · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.514109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a74e501-b5f8-40b9-9e77-22abe2f0593b · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.518582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3e0c487-3d32-4046-bfd9-0e9d9cd13953 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.523065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50bc4ac3-1d0b-478c-a360-5306ef56cfd4 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.526621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab8e022a-6ae8-48c6-befa-98eb7837b825 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.530297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa82f6c6-f461-4dad-a0cb-b87f4fea30ad · outbound

This paper cites Large language models can be zero-shot anomaly detectors for time series?.

A Survey of AIOps in the Era of Large Language Models Large language models can be zero-shot anomaly detectors for time series?

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.534828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4870e291-ffeb-41ac-b19a-2c15a21471fb · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.539956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08d68eb8-4fbe-4131-804d-2837803c396a · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.543787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43c1029c-9212-4785-b584-296afaccabad · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.547629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dd4cb11-52e6-4467-bd8b-ff8b4b61d423 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.550785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afcb25e9-3b9a-4ca5-bb28-8b2dcb77395d · outbound

This paper cites LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters.

A Survey of AIOps in the Era of Large Language Models LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.554088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d41e94d7-b113-4134-ba87-e44c8769f819 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.557688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84bd3d8e-25e0-4704-bdd2-f07de2504f2d · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.560722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a28195e-e567-4607-ae72-6bc75aecfec4 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.563689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dee0cc1e-a9ed-4c4a-b6d3-4f9fb63833ec · outbound

This paper cites GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation.

A Survey of AIOps in the Era of Large Language Models GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.567073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6375e36a-3dd4-4744-9300-6d6904686b29 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.570967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcdcce29-fa0a-439e-a256-465b8ad1017a · outbound

This paper cites AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges.

A Survey of AIOps in the Era of Large Language Models AI for IT Operations (AIOps) on Cloud Platforms: Reviews, Opportunities and Challenges

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.573901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20134fd8-4489-4607-87dc-f8bb4b255cb1 · outbound

This paper cites LogEval: A Comprehensive Benchmark Suite for Large Language Models In Log Analysis.

A Survey of AIOps in the Era of Large Language Models LogEval: A Comprehensive Benchmark Suite for Large Language Models In Log Analysis

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.577336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c490130e-91bd-4c87-8c22-369ea35ac2d3 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.580664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18807d62-3ee5-4905-b296-e03d973df728 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.583705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dba96fb3-508d-4a4b-a975-5cc61e873e35 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.586839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eb5b295-3ad0-4dd5-b594-14b96325e33e · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.589978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9559b0d-ae4c-4be1-aa5a-922b72c4b9fa · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.593664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 721c5468-ce72-4104-8358-fb7cd3d0813e · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.597246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e0dd085-3cd6-4ccb-885c-5273d5faf845 · outbound

This paper cites Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series.

A Survey of AIOps in the Era of Large Language Models Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.600484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 467e8b38-3647-48fe-afc9-3a634815c136 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.604230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33ef647b-010a-468d-a92c-a2aa84af7d18 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.607544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acb79544-af94-4b0e-adb3-125022c1fd04 · outbound

This paper cites TimeGPT-1.

A Survey of AIOps in the Era of Large Language Models TimeGPT-1

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.610800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0e0ae80-5cb3-4ad9-a1cb-6f24cb132973 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.614114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8e4dec7-9f43-45ea-a14b-89f2d4a56d18 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.617387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26032027-4fc6-4c4b-95fc-8895bc238252 · outbound

This paper cites A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models.

A Survey of AIOps in the Era of Large Language Models A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.620888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af6e8b27-f622-41e3-b200-35ab0f5029f2 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.625190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b11af620-3e83-42e9-a013-cefce4669aa2 · outbound

This paper cites Lemur: Log Parsing with Entropy Sampling and Chain-of-Thought Merging.

A Survey of AIOps in the Era of Large Language Models Lemur: Log Parsing with Entropy Sampling and Chain-of-Thought Merging

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.628612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dc1f2f2-bfce-4c40-8059-edf07697aa27 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.632080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa538fb7-4d28-4c26-9d3b-3be0480e13c9 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.635307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c3a3256-8ec3-4a91-86aa-b4e9aba0d59c · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.638614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4e850c5-403a-468e-99b4-46aaa3835b4a · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.641770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd27f59c-ddb4-47aa-a5f0-d10d4b712ae5 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.644977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9362125f-728b-4772-ba17-b7684841b47f · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.648190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 783e86a2-e00a-48ef-8c19-e7218581f5a3 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.651600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf29374c-2dde-4710-8f37-bb521186b5d3 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.654735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 192bf5dd-4c48-4eca-8bb8-44e0a634eb1c · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.658121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0d123c1-dda0-46a9-9bde-2feb7ea58559 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.661139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cce1db5d-0b49-4f58-9fbe-1d0f76be6e45 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.664343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ae3bd26-f980-4f73-a581-34d45d9fe017 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.667562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19170abf-e795-4858-ab4b-3cfd8948b348 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.670533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5766ed2d-f758-4d1d-b7a5-f0e78e36f1c0 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.673577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45f8fec6-fe6d-4d18-8860-47a2c2ed4a91 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.677224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bec8ab35-077d-4998-9b18-81ac40511694 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.680215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 066ee6dc-8866-450a-bf42-d2b8992dbea0 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.683225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6489f3e0-2277-4543-b407-bfd429bcec59 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.686337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 371c591c-6d4e-4cc8-98fa-b912cbcfc7a3 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.689457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9915ed3-d402-4462-8364-1e9716e571e7 · outbound

This paper cites Time-LLM: Time Series Forecasting by Reprogramming Large Language Models.

A Survey of AIOps in the Era of Large Language Models Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.693603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd4a34a0-33e7-44df-b8df-bc629c437524 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.697028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca826f67-d19f-4f01-8a87-a02ecf000ba9 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.700930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a41f237b-18a6-4424-8c19-00884ff206fd · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.704395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff4caecb-b5a7-4e3c-85c7-23e6d9495076 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.708050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c97ab61-5038-4e1b-8364-aa7547354455 · outbound

This paper cites Domain Adaptation for Time series Transformers using One-step fine-tuning.

A Survey of AIOps in the Era of Large Language Models Domain Adaptation for Time series Transformers using One-step fine-tuning

Reference 58

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:26:37.826872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 52ec9b3b-bbe1-4b30-ae3d-bf4bdfa094eb · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.715020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82016ec6-3f87-42eb-a31f-ac1179ed20a5 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 60

Resolution: verified exact; raw_fallback, observed 2026-08-06T23:26:37.811305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c6e888fd-9542-4ce7-8cb6-28f1875c6f25 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.720883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee2dcc3f-d5a5-4ada-b0ec-413c6b36a16a · outbound

This paper cites Knowledge-aware Alert Aggregation in Large-scale Cloud Systems: a Hybrid Approach.

A Survey of AIOps in the Era of Large Language Models Knowledge-aware Alert Aggregation in Large-scale Cloud Systems: a Hybrid Approach

Reference 62

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:26:37.723404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4bbb7d75-bbb8-44eb-9ff8-42611831a9f4 · outbound

This paper cites A Critical Review of Common Log Data Sets Used for Evaluation of Sequence-based Anomaly Detection Techniques.

A Survey of AIOps in the Era of Large Language Models A Critical Review of Common Log Data Sets Used for Evaluation of Sequence-based Anomaly Detection Techniques

Reference 63

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:26:37.707634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4a5633ff-22fc-4af6-80c5-52ed5e27d1d8 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.732595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b629ac02-2fda-4599-8244-37025868094e · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.736386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7b5f0e2-32eb-4b71-abcf-6142e6f15fbd · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.740240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f840761-6486-4762-b046-8fa272107c42 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.743997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8719ed8f-ada2-48da-996b-ffa48268ff65 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.747317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 055f3424-a755-4633-bfe5-67c93ab61dfb · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.751006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fa8b76b-16d9-47a3-ace1-c820d04d1a28 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.754359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d70e89be-b4e8-4101-ae84-47a1af77c530 · outbound

This paper cites RealTCD: Temporal Causal Discovery from Interventional Data with Large Language Model.

A Survey of AIOps in the Era of Large Language Models RealTCD: Temporal Causal Discovery from Interventional Data with Large Language Model

Reference 71

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:26:37.693514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6e50c36c-fc72-46ce-b8be-55105977d6fd · outbound

This paper cites TimeGPT in Load Forecasting: A Large Time Series Model Perspective.

A Survey of AIOps in the Era of Large Language Models TimeGPT in Load Forecasting: A Large Time Series Model Perspective

Reference 72

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:26:37.679608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3cd89008-9df3-4fae-b693-07ceb7db6a9d · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.764754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 698c2cae-c613-415f-bec4-3758678a7c2f · outbound

This paper cites FastLogAD: Log Anomaly Detection with Mask-Guided Pseudo Anomaly Generation and Discrimination.

A Survey of AIOps in the Era of Large Language Models FastLogAD: Log Anomaly Detection with Mask-Guided Pseudo Anomaly Generation and Discrimination

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.768185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ae7640e-81c8-46c7-9d99-f059b411c12b · outbound

This paper cites LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting.

A Survey of AIOps in the Era of Large Language Models LSTPrompt: Large Language Models as Zero-Shot Time Series Forecasters by Long-Short-Term Prompting

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.771792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e8af14d-ae62-4b5e-be72-4542ff9d5525 · outbound

This paper cites AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language Models.

A Survey of AIOps in the Era of Large Language Models AnomalyLLM: Few-shot Anomaly Edge Detection for Dynamic Graphs using Large Language Models

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.775514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa1f6a3f-2668-45e5-a9d3-b5c9175fbacb · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.779753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 156a4d5a-75ce-4872-b794-c57307625a8a · outbound

This paper cites LogLM: From Task-based to Instruction-based Automated Log Analysis.

A Survey of AIOps in the Era of Large Language Models LogLM: From Task-based to Instruction-based Automated Log Analysis

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.783182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76625ad5-70ef-414b-8d62-6c69d81a27d5 · outbound

This paper cites OpsEval: A Comprehensive IT Operations Benchmark Suite for Large Language Models.

A Survey of AIOps in the Era of Large Language Models OpsEval: A Comprehensive IT Operations Benchmark Suite for Large Language Models

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.786910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23b3a02e-a477-4048-9197-163a61e4482e · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.790591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e25d403b-0709-4c60-8e7c-ee7d21eb9ad2 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.794295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 915e6061-0dc9-4b76-96c6-1712c4893783 · outbound

This paper cites On the Model Update Strategies for Supervised Learning in AIOps Solutions.

A Survey of AIOps in the Era of Large Language Models On the Model Update Strategies for Supervised Learning in AIOps Solutions

Reference 82

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:26:37.620578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a6aa6d7-7063-48b5-90d6-2e88c840dcdb · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.802224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f090e20-7e80-43c9-b4df-6faccf012a80 · outbound

This paper cites LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models.

A Survey of AIOps in the Era of Large Language Models LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models

Reference 84

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:26:37.604111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 912f3c3e-4789-4445-b06c-2e04e8a52b88 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.809793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b7304db-a89c-446e-bf0f-d6026021d359 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.813396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c582a0ae-8f23-42ed-b678-e04f20bb3dc0 · outbound

This paper cites GenKubeSec: LLM-Based Kubernetes Misconfiguration Detection, Localization, Reasoning, and Remediation.

A Survey of AIOps in the Era of Large Language Models GenKubeSec: LLM-Based Kubernetes Misconfiguration Detection, Localization, Reasoning, and Remediation

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.817512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e371e726-0e60-4aa0-98e1-dab4e5ee7339 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.822301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f37917e-de0a-4131-9685-d516001e56ab · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.825518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 589e701e-74a9-49cc-b2c1-e454e61a7049 · outbound

This paper cites Large Language Models: A Survey.

A Survey of AIOps in the Era of Large Language Models Large Language Models: A Survey

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.828934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7661afb-777d-4c95-96f8-65433a44e7d5 · outbound

This paper cites Analyzing and Mitigating (with LLMs) the Security Misconfigurations of Helm Charts from Artifact Hub.

A Survey of AIOps in the Era of Large Language Models Analyzing and Mitigating (with LLMs) the Security Misconfigurations of Helm Charts from Artifact Hub

Reference 91

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:26:37.568477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1bd5128a-6869-416c-b4b1-ef28e9838882 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.836698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b307ad69-843c-48e6-b3c5-1b4b6b05ae06 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.839930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 434e6a95-2321-414e-bbf7-4f2aac6ef541 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.843303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa7813a0-93a7-4fcb-99c7-9060976b4b0a · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.846604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d129320-b65f-418d-ab1a-d3097197a389 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.850309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fdb1bfd-09b0-4e01-a366-ccae114e6523 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.853463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c082a684-958e-41d9-ab5a-d0b1823f3848 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.856577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 535c8a10-d77b-4532-a508-8d06a2f8ceb8 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.860536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a828fb94-e9c1-4b30-94f7-69a5cda47c70 · outbound

This paper cites an unresolved cited work.

A Survey of AIOps in the Era of Large Language Models Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:36.864247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4c06cde4-ac35-4ba5-949c-e04d0191c724 · inbound

UModel: An Agent-Ready Observability Data Modeling Method at Scale cites this paper.

UModel: An Agent-Ready Observability Data Modeling Method at Scale A Survey of AIOps in the Era of Large Language Models

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-07-02T09:46:50.124770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ddcac73c-ac1e-4abc-8fca-4fdf168fc048 · inbound

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

Auditable Graph-Guided Root Cause Analysis for Kubernetes Incidents A Survey of AIOps in the Era of Large Language Models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-02T23:27:28.087120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 613701be-733a-452c-a35d-a643afa52ecc · inbound

Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production cites this paper.

Progressive Crystallization: Turning Agent Exploration into Deterministic, Lower-Cost Workflows in Production A Survey of AIOps in the Era of Large Language Models

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-07-09T21:06:34.883207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.