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Paper Citation Record · LEDGER

A Survey of AIOps in the Era of Large Language Models

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.

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 2026-08-07T06:34:17.273281+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.

source=pdf_text observed=2026-08-06T23:26:36.514109Z digest=sha256:2a3e9b8a6f653fa202b0df03969ddcaa7750076905b114e27f47a25e0dd677a2

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.

source=pdf_text observed=2026-08-06T23:26:36.518582Z digest=sha256:86a0493c3df0bf47908e6870ea701bf90c00e5d7cd01e5febe1fdca1cba6ad15

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.

source=pdf_text observed=2026-08-06T23:26:36.523065Z digest=sha256:e42c7f1178a7d8c120aa0dc48b36acf3731a038f578ea395fe5bc6d2ff16db82

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.

source=pdf_text observed=2026-08-06T23:26:36.526621Z digest=sha256:2de5087fbe4258039e3132ae3e1e78b946675bea9d1145879da6c54702a593a5

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.

source=pdf_text observed=2026-08-06T23:26:36.530297Z digest=sha256:8e6bb25fb1ecaf9281af77be81e44f8cd93f20ae79627d3606569ea23ab500ec

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.

source=pdf_text observed=2026-08-06T23:26:36.534828Z digest=sha256:b53f5b9b1b62c6186dbf9646ce09937dd09296000b9f711f2e272d97573895a9

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.

source=pdf_text observed=2026-08-06T23:26:36.539956Z digest=sha256:9adb60f457f61b45f798739f43cf1f81a60d41905a3697a0caa5f7c652d8aa8f

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.

source=pdf_text observed=2026-08-06T23:26:36.543787Z digest=sha256:5d1eaeffaedc62868db1085f032315086a3dd199958278ebefc24db3c416297a

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.

source=pdf_text observed=2026-08-06T23:26:36.547629Z digest=sha256:8f0e09eec9af10817d415e9a4b380c79073ed04d31721e058a7e281a6481ae92

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.

source=pdf_text observed=2026-08-06T23:26:36.550785Z digest=sha256:1e23e23869dd6248bf10f9defed8c0c00f89c1c7251c9d2e833bbc46fc447fbf

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.

source=pdf_text observed=2026-08-06T23:26:36.554088Z digest=sha256:9a35156839bdd2d7c33cb0cbb36147e705d87c51799df089ce02500699e0a15a

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.

source=pdf_text observed=2026-08-06T23:26:36.557688Z digest=sha256:3ca5e839576e41f06db10b502133467b7b4ecc0ab7784fc98a3afcc2a38e7424

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.

source=pdf_text observed=2026-08-06T23:26:36.560722Z digest=sha256:9d207e3b7ab96cfa29b21144fa24dafcdedf67e1087bac24239f4a8acef201b8

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.

source=pdf_text observed=2026-08-06T23:26:36.563689Z digest=sha256:ffca8ccb5a7880a707427ff0bb805b0a8e86fb45233e49c4d3dc5383d41c71ca

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.

source=pdf_text observed=2026-08-06T23:26:36.567073Z digest=sha256:0f291d20c09380caf58915ca7f9d45b99fb121b50c3fb3751ff1179a51b71204

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.

source=pdf_text observed=2026-08-06T23:26:36.570967Z digest=sha256:b9a267cdf120b25ed68ce1c1a3d50d577ad0b28c7fc4796df16c280b5b4b2ce9

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.

source=pdf_text observed=2026-08-06T23:26:36.573901Z digest=sha256:53ac520936fa185f552272d32b7d332747e390ee38e475b9fb6244a14ecfd5d8

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.

source=pdf_text observed=2026-08-06T23:26:36.577336Z digest=sha256:3e27b7fa6f475f1505d3218d181807933aff0cfa8bf9eebed37820e8614362fd

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.

source=pdf_text observed=2026-08-06T23:26:36.580664Z digest=sha256:9a2bf508a86e89d8693feb721ac16520fede152e36d5edae1c521217a314f274

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.

source=pdf_text observed=2026-08-06T23:26:36.583705Z digest=sha256:0d88c1af681518e624a817cae29b61aca339777502ee57abb4d7ad4e631edcfa

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.

source=pdf_text observed=2026-08-06T23:26:36.586839Z digest=sha256:998c83d9e9353278d7b6dfabf03e9f5d0af2ba28a741627fa9aaeb54aa6d7966

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.

source=pdf_text observed=2026-08-06T23:26:36.589978Z digest=sha256:3b1c95fe3a9af3710758d447a7e9b27f28d21c2dc125d8326d9ab24b69efff21

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.

source=pdf_text observed=2026-08-06T23:26:36.593664Z digest=sha256:82666cc2cb7a73f656b4a25bb35b886bb5f4ce2fd3825ca01a88b402110393e4

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.

source=pdf_text observed=2026-08-06T23:26:36.597246Z digest=sha256:aa30483a16c837e20dfa2bd7360b1da4d7da75606ebeaa17cf8846f9e86f90fa

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.

source=pdf_text observed=2026-08-06T23:26:36.600484Z digest=sha256:7123b98162d07b9ab634a755d3c8607a3ebd71666235a1ebdc6d141d10499a5d

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.

source=pdf_text observed=2026-08-06T23:26:36.604230Z digest=sha256:6be932f8ee7e46bfa42ee7b15d2567ad9c5a79f1bb8c8dbc29393109f29a9cc0

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.

source=pdf_text observed=2026-08-06T23:26:36.607544Z digest=sha256:c3c50b4268e9557896e004657d3f63380d56eb7d5509db3cd2ae4a6e6cab4354

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.

source=pdf_text observed=2026-08-06T23:26:36.610800Z digest=sha256:45c04b8d1931e6afb8c2868e50854f6327700cdffb00dcca220fe08f633ec349

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.

source=pdf_text observed=2026-08-06T23:26:36.614114Z digest=sha256:afd42b1edd458c1069844f1d58a52216691d61b42e36ed0f68ef274bf5b51f7e

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.

source=pdf_text observed=2026-08-06T23:26:36.617387Z digest=sha256:2628d37c897f6764d02b794a943fdcbefc0cf32cf6fd3b2a07be11827c7245e6

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.

source=pdf_text observed=2026-08-06T23:26:36.620888Z digest=sha256:032c32bb61b5378a3aac6f063a7e0ac4284463dfa30c5e55c6e775a8d4155cd6

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.

source=pdf_text observed=2026-08-06T23:26:36.625190Z digest=sha256:d0669de999433c2516bdabf2eccfa42fc413cabaa7a282e45e28ca0f508f3a46

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.

source=pdf_text observed=2026-08-06T23:26:36.628612Z digest=sha256:0fd6de373153b6452d9a8f3c3aeb903ba96c66050c5e522c262d9cdbf699bd89

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.

source=pdf_text observed=2026-08-06T23:26:36.632080Z digest=sha256:ddaea42ea8d8c8a1d2335abfb7d1f332e5ef43877397769388c411f939fe040d

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.

source=pdf_text observed=2026-08-06T23:26:36.635307Z digest=sha256:806ae1acb68899dcc4f3d9d378ce4dabdcfa710b7b4b83dd82e05b3c8c75764f

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.

source=pdf_text observed=2026-08-06T23:26:36.638614Z digest=sha256:c0bdadea0f47aadb1ef37187b8e9129e8ae680cc81896f80ad7b07d9968ed720

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.

source=pdf_text observed=2026-08-06T23:26:36.641770Z digest=sha256:1e6cc1b9bdc7a1f0c843b3d5cd4154e8afe1ade58326345bb3cc5396785d3fc0

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.

source=pdf_text observed=2026-08-06T23:26:36.644977Z digest=sha256:1ca0ab5aeb014ac16ab151fafc9438ee7b3b80ebf19cd5ff5cd2c09299972a70

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.

source=pdf_text observed=2026-08-06T23:26:36.648190Z digest=sha256:bfa4ba26c87e8f19a0e5989dcad0f08ec39738a306430ca2c9ee2491d2753766

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.

source=pdf_text observed=2026-08-06T23:26:36.651600Z digest=sha256:d38e57fafd3593b696a271c6d7590351a9b548507b0cc3ecd7edc7fa8f6194d0

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:26:36.654735Z digest=sha256:19d7564b348446078d0efe9c7e246aae1e6796d04c0e4c299377a38f7f8aeb52

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:26:36.658121Z digest=sha256:36b57896c6a2cca4b919f8094417a399cc75165630177ad779c9f7cd05ce37c7

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:26:36.661139Z digest=sha256:f01dab16e5ab0fd7251e2b7c482eedf601ca7b787e074d545073fe82ab1dd187

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.

source=pdf_text observed=2026-08-06T23:26:36.664343Z digest=sha256:832d43698e0b6256ba71f5f6bff15362982e826c600529624f432eb9d0418b7e

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.

source=pdf_text observed=2026-08-06T23:26:36.667562Z digest=sha256:4fcdadebb0677f51bd1cc6b7eec58cd3a59cb673ef41343fa2cdb8fdaf833384

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.

source=pdf_text observed=2026-08-06T23:26:36.670533Z digest=sha256:b0959aa619162a71a286b1aeda5acfb3a155c8164735da8c95a9d52b1bf4bbfb

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.

source=pdf_text observed=2026-08-06T23:26:36.673577Z digest=sha256:d8268ad48c899374b865fe4ec3cd391a59bdc6cbbeffbc88cd4b245874328621

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.

source=pdf_text observed=2026-08-06T23:26:36.677224Z digest=sha256:8773c2ba1ab24a9764f1ab8e46d9fde0dabe6eb49d41346dc73e83c58789e01e

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.

source=pdf_text observed=2026-08-06T23:26:36.680215Z digest=sha256:17f21d6806a913411239ced11c92bf9a5f83879d48c8ccc4ef3192dc9529d1ce

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.

source=pdf_text observed=2026-08-06T23:26:36.683225Z digest=sha256:e18b4f8e33b7bd2a2fe519f3a4de7b6d9ba8a3fe9b44a65e9c0a9052a34c9a4e

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.

source=pdf_text observed=2026-08-06T23:26:36.686337Z digest=sha256:4dc8b115f3860ae83292cbac6574970329c8a83102bb7531232885ecc8c2a3f6

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.

source=pdf_text observed=2026-08-06T23:26:36.689457Z digest=sha256:88b599fa25b52fc67e4cbc342bbf712a5c7002e4cb3b36ab51868825a4838e2f

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.

source=pdf_text observed=2026-08-06T23:26:36.693603Z digest=sha256:41ff0a77401dc284705ec7b4b7ef85e4d475ff02c79f8b003e50b0d29526be70

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.

source=pdf_text observed=2026-08-06T23:26:36.697028Z digest=sha256:8b1da7c7e5607c72efb85ed8fafca99c3ee8497e075c91ab2a623a71f48c8537

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.

source=pdf_text observed=2026-08-06T23:26:36.700930Z digest=sha256:3216c09acf4dd50bfb5c16dcaea3fc1349ade95c81460ec46a5f0407f149b756

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.

source=pdf_text observed=2026-08-06T23:26:36.704395Z digest=sha256:eacb5125ce3a6219b80bcd1578fa53f27b746287ae0fabd4130d7455b5e7db39

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.

source=pdf_text observed=2026-08-06T23:26:36.708050Z digest=sha256:b73a2c34022f55a1ea7711aec685789b320bdf5ca3b71978a9bec89454572817

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:26:36.711703Z digest=sha256:d8ed5b345a16288bb2793b782d2b624a86b56d43ebe01634ec976c6782a78ec8

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.

source=pdf_text observed=2026-08-06T23:26:36.715020Z digest=sha256:46287044273ba557156978eb2eebdd503cf78948f6439108ce47c54a9f177c59

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:26:36.717935Z digest=sha256:2166c3230c0cbbd68647a35a867472dd061fdccd64ba556955f21392df134024

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.

source=pdf_text observed=2026-08-06T23:26:36.720883Z digest=sha256:7b367ae6810bd4bd45322478f9d2ada24883d0d7c830314f30eb5bb1d2909248

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:26:36.724196Z digest=sha256:262cb5c6bc28b86eb6faa86f4832e31e1075f5b2f52add660629d30123f2b9cb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:26:36.727929Z digest=sha256:3fe2c648835499627169f57b058e7aae5f69fa6dc125242895d1f2a6e21c9708

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.

source=pdf_text observed=2026-08-06T23:26:36.732595Z digest=sha256:53951ebc50623dbb001db99e2b9118ebdffe9f9c0086a5c8773e5ffe6b0aec0f

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.

source=pdf_text observed=2026-08-06T23:26:36.736386Z digest=sha256:37d83ab6374c9b35cbd10dd90808209880342218539878bd3ac1e1163d16aacc

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.

source=pdf_text observed=2026-08-06T23:26:36.740240Z digest=sha256:7e581dd5a40658bce999f5b40b97d3c2e2633031b155a132b13ef45441db539f

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.

source=pdf_text observed=2026-08-06T23:26:36.743997Z digest=sha256:3f475ff359465c0551af8f3cbdab348530cbe799535f2b6f478aeb8e3bc35ed1

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.

source=pdf_text observed=2026-08-06T23:26:36.747317Z digest=sha256:205e60ff9e528588ea7e253829b28040516913a13a82cfc484de15bf540f52ce

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.

source=pdf_text observed=2026-08-06T23:26:36.751006Z digest=sha256:0f63dce7ae5f4b768293fc51ac5c2b9eccfcc2d64112e4d6c7495546fb64139e

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.

source=pdf_text observed=2026-08-06T23:26:36.754359Z digest=sha256:f539aa1412e90e764452fcaedec798d391a69b198409b974447b0dc387d880c3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:26:36.757642Z digest=sha256:a4a749c5faf1a4ad427768571d09f000cf37289aacfd43717a46830ef1c261dc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T23:26:36.761324Z digest=sha256:3af80a17cebc58f84f437afffdd472ca5a9a03f93a3cd737b0572058e75daace

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.

source=pdf_text observed=2026-08-06T23:26:36.764754Z digest=sha256:c772312f4e9ff7c48df0c0339f5f8af783aebef2856695e60a7890db369ac41c

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.

source=pdf_text observed=2026-08-06T23:26:36.768185Z digest=sha256:180fd82af2bebf8e4013a2a028b8cf3d684854645d65ec26f620d36cc1ff52c1

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.

source=pdf_text observed=2026-08-06T23:26:36.771792Z digest=sha256:a95382dc23869a500550054b082cda0ce5219a4511195e94d18c4326d6f608d9

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.

source=pdf_text observed=2026-08-06T23:26:36.775514Z digest=sha256:07778a54680430566058a41d8b49567941533e361dfa108db8bc7209cff83d39

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.

source=pdf_text observed=2026-08-06T23:26:36.779753Z digest=sha256:07503f327e4943de5acece82f12c0f1e2d52ccdd8a62c2bbb22d156d995d66b3

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.

source=pdf_text observed=2026-08-06T23:26:36.783182Z digest=sha256:0aeaf4244533c0a810fc7b34fab1db8b18fd7f49195f210876fe3055d6f6676e

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.

source=pdf_text observed=2026-08-06T23:26:36.786910Z digest=sha256:358222ae91f7c920e8e464aed3bf8be4c29233597bbb8d44b1e3ae8c35f91a1b

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.

source=pdf_text observed=2026-08-06T23:26:36.790591Z digest=sha256:aa1011a198c906286aebe88465f835a9426986be10b3d6c6f9b6f8dbd3db6edd

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.

source=pdf_text observed=2026-08-06T23:26:36.794295Z digest=sha256:fb0e740a7ead5b0015d9459436c2ed1d5c8225047a97ee5abdddbf4b95139d2e

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

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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 2026-08-07T06:34:17.273281+00:00.

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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

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Unavailable: canonical work link unavailable.

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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

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local_arxiv, observed 2026-08-06T23:26:37.604111Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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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

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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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:26:36.813396Z digest=sha256:f87f5b35a6bef2dc74bc33b6a52b5301af29a7f6c9ccc62dd8863f7b245075e0

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

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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

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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

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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

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source=pdf_text observed=2026-08-06T23:26:36.828934Z digest=sha256:bc36238edf30f3667457b34ed12d56e9d50690d1a6a2d208f3c0a48bf03fc44e

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

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

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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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

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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

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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

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source=pdf_text observed=2026-08-06T23:26:36.843303Z digest=sha256:05c084aaffd0e4a223896d613a85bcd971dfb94c3b5b8b59d01a293335381c68

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

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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

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source=pdf_text observed=2026-08-06T23:26:36.850309Z digest=sha256:489642e70b783fc35b41836d49bdb0b19f997e327056b1bcf203a7194163c5de

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

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

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source=pdf_text observed=2026-08-06T23:26:36.853463Z digest=sha256:ac255072ad751305562b024c549f393173e3d97553411407d486e807b64af7ff

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

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source=pdf_text observed=2026-08-06T23:26:36.856577Z digest=sha256:4d46dede57a01cba806c577e9eb5d85150c269d7aed1a2c52f54c4e2701007c5

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

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source=pdf_text observed=2026-08-06T23:26:36.860536Z digest=sha256:87fb451ce51d0add76998a14c45147ce625bd237f0f679bbba628c4ddc17ab25

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

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source=pdf_text observed=2026-08-06T23:26:36.864247Z digest=sha256:936a968f4e986380885772477da55fd7515f42ab102f559b67e0474843411bd6

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

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arxiv_id, observed 2026-07-02T09:46:50.124770Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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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

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arxiv_id, observed 2026-07-02T23:27:28.087120Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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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

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local_arxiv, observed 2026-07-09T21:06:34.883207Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-09T21:02:40.968352Z digest=sha256:68b1de7a7d0ce40b720340dfd4e7b4e2fef7ac2ffba08737446496e4caf0a935