Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:26:36.864247Z
Paper Citation Record · LEDGER
As of 7 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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:26:36.864247Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-09T21:02:40.968352Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-09T21:06:34.881505Z
100 of 181 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f5fcb5f1-2887-406a-a352-ea632fc30d4b · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a74e501-b5f8-40b9-9e77-22abe2f0593b · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3e0c487-3d32-4046-bfd9-0e9d9cd13953 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50bc4ac3-1d0b-478c-a360-5306ef56cfd4 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab8e022a-6ae8-48c6-befa-98eb7837b825 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa82f6c6-f461-4dad-a0cb-b87f4fea30ad · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4870e291-ffeb-41ac-b19a-2c15a21471fb · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08d68eb8-4fbe-4131-804d-2837803c396a · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43c1029c-9212-4785-b584-296afaccabad · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dd4cb11-52e6-4467-bd8b-ff8b4b61d423 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afcb25e9-3b9a-4ca5-bb28-8b2dcb77395d · outbound
A Survey of AIOps in the Era of Large Language Models LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d41e94d7-b113-4134-ba87-e44c8769f819 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84bd3d8e-25e0-4704-bdd2-f07de2504f2d · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a28195e-e567-4607-ae72-6bc75aecfec4 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dee0cc1e-a9ed-4c4a-b6d3-4f9fb63833ec · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6375e36a-3dd4-4744-9300-6d6904686b29 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcdcce29-fa0a-439e-a256-465b8ad1017a · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20134fd8-4489-4607-87dc-f8bb4b255cb1 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c490130e-91bd-4c87-8c22-369ea35ac2d3 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18807d62-3ee5-4905-b296-e03d973df728 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dba96fb3-508d-4a4b-a975-5cc61e873e35 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1eb5b295-3ad0-4dd5-b594-14b96325e33e · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9559b0d-ae4c-4be1-aa5a-922b72c4b9fa · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 721c5468-ce72-4104-8358-fb7cd3d0813e · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e0dd085-3cd6-4ccb-885c-5273d5faf845 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 467e8b38-3647-48fe-afc9-3a634815c136 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33ef647b-010a-468d-a92c-a2aa84af7d18 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acb79544-af94-4b0e-adb3-125022c1fd04 · outbound
A Survey of AIOps in the Era of Large Language Models TimeGPT-1
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0e0ae80-5cb3-4ad9-a1cb-6f24cb132973 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8e4dec7-9f43-45ea-a14b-89f2d4a56d18 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26032027-4fc6-4c4b-95fc-8895bc238252 · outbound
A Survey of AIOps in the Era of Large Language Models A Systematic Survey of Prompt Engineering on Vision-Language Foundation Models
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af6e8b27-f622-41e3-b200-35ab0f5029f2 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b11af620-3e83-42e9-a013-cefce4669aa2 · outbound
A Survey of AIOps in the Era of Large Language Models Lemur: Log Parsing with Entropy Sampling and Chain-of-Thought Merging
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2dc1f2f2-bfce-4c40-8059-edf07697aa27 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa538fb7-4d28-4c26-9d3b-3be0480e13c9 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c3a3256-8ec3-4a91-86aa-b4e9aba0d59c · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4e850c5-403a-468e-99b4-46aaa3835b4a · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd27f59c-ddb4-47aa-a5f0-d10d4b712ae5 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9362125f-728b-4772-ba17-b7684841b47f · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 783e86a2-e00a-48ef-8c19-e7218581f5a3 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf29374c-2dde-4710-8f37-bb521186b5d3 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 192bf5dd-4c48-4eca-8bb8-44e0a634eb1c · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0d123c1-dda0-46a9-9bde-2feb7ea58559 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cce1db5d-0b49-4f58-9fbe-1d0f76be6e45 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ae3bd26-f980-4f73-a581-34d45d9fe017 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19170abf-e795-4858-ab4b-3cfd8948b348 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5766ed2d-f758-4d1d-b7a5-f0e78e36f1c0 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45f8fec6-fe6d-4d18-8860-47a2c2ed4a91 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bec8ab35-077d-4998-9b18-81ac40511694 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 066ee6dc-8866-450a-bf42-d2b8992dbea0 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6489f3e0-2277-4543-b407-bfd429bcec59 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 371c591c-6d4e-4cc8-98fa-b912cbcfc7a3 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9915ed3-d402-4462-8364-1e9716e571e7 · outbound
A Survey of AIOps in the Era of Large Language Models Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd4a34a0-33e7-44df-b8df-bc629c437524 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca826f67-d19f-4f01-8a87-a02ecf000ba9 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a41f237b-18a6-4424-8c19-00884ff206fd · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff4caecb-b5a7-4e3c-85c7-23e6d9495076 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c97ab61-5038-4e1b-8364-aa7547354455 · outbound
A Survey of AIOps in the Era of Large Language Models Domain Adaptation for Time series Transformers using One-step fine-tuning
Reference 58
Source-reported events for the cited work
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Observation 52ec9b3b-bbe1-4b30-ae3d-bf4bdfa094eb · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82016ec6-3f87-42eb-a31f-ac1179ed20a5 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 60
Source-reported events for the cited work
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Observation c6e888fd-9542-4ce7-8cb6-28f1875c6f25 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 61
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Unavailable: canonical work link unavailable.
Observation ee2dcc3f-d5a5-4ada-b0ec-413c6b36a16a · outbound
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Reference 62
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Observation 4bbb7d75-bbb8-44eb-9ff8-42611831a9f4 · outbound
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
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Observation 4a5633ff-22fc-4af6-80c5-52ed5e27d1d8 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 64
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Unavailable: canonical work link unavailable.
Observation b629ac02-2fda-4599-8244-37025868094e · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7b5f0e2-32eb-4b71-abcf-6142e6f15fbd · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 66
Source-reported events for the cited work
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Observation 4f840761-6486-4762-b046-8fa272107c42 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 67
Source-reported events for the cited work
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Observation 8719ed8f-ada2-48da-996b-ffa48268ff65 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 055f3424-a755-4633-bfe5-67c93ab61dfb · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 69
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Observation 5fa8b76b-16d9-47a3-ace1-c820d04d1a28 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 70
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Observation d70e89be-b4e8-4101-ae84-47a1af77c530 · outbound
A Survey of AIOps in the Era of Large Language Models RealTCD: Temporal Causal Discovery from Interventional Data with Large Language Model
Reference 71
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Observation 6e50c36c-fc72-46ce-b8be-55105977d6fd · outbound
A Survey of AIOps in the Era of Large Language Models TimeGPT in Load Forecasting: A Large Time Series Model Perspective
Reference 72
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Observation 3cd89008-9df3-4fae-b693-07ceb7db6a9d · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 73
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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
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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
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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
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Observation aa1f6a3f-2668-45e5-a9d3-b5c9175fbacb · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 77
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Observation 156a4d5a-75ce-4872-b794-c57307625a8a · outbound
A Survey of AIOps in the Era of Large Language Models LogLM: From Task-based to Instruction-based Automated Log Analysis
Reference 78
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A Survey of AIOps in the Era of Large Language Models OpsEval: A Comprehensive IT Operations Benchmark Suite for Large Language Models
Reference 79
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Observation 23b3a02e-a477-4048-9197-163a61e4482e · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 80
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Observation e25d403b-0709-4c60-8e7c-ee7d21eb9ad2 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 81
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Observation 7a6aa6d7-7063-48b5-90d6-2e88c840dcdb · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 83
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A Survey of AIOps in the Era of Large Language Models LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models
Reference 84
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Observation 912f3c3e-4789-4445-b06c-2e04e8a52b88 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 85
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A Survey of AIOps in the Era of Large Language Models Unresolved cited work
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A Survey of AIOps in the Era of Large Language Models GenKubeSec: LLM-Based Kubernetes Misconfiguration Detection, Localization, Reasoning, and Remediation
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A Survey of AIOps in the Era of Large Language Models Unresolved cited work
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A Survey of AIOps in the Era of Large Language Models Unresolved cited work
Reference 89
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A Survey of AIOps in the Era of Large Language Models Unresolved cited work
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Observation 434e6a95-2321-414e-bbf7-4f2aac6ef541 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
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Observation 6fdb1bfd-09b0-4e01-a366-ccae114e6523 · outbound
A Survey of AIOps in the Era of Large Language Models Unresolved cited work
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A Survey of AIOps in the Era of Large Language Models Unresolved cited work
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