Paper Citation Record · LEDGER

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection

As of 18 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 3 inbound Pith citation observations for arXiv:2504.12250.

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

pith.paper-citation-record.v1
2504.12250 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:40:24.483033Z

measured 56 of 56 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 2026-05-21T10:00:03.036921Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T10:04:06.578735Z

Reference resolution

53 of 53 outbound references displayed

verified exact1
verified fuzzy2
unresolved50
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 830cc97b-ca96-464f-ac2e-cfa42c20744e · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:25.121482Z

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 f2c1eeb9-db81-4dcc-b8ac-c68d946dbf03 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:25.106977Z

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 d9269c15-ed91-4de9-9033-25b4dda55aeb · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:25.092531Z

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 ee31f4f3-cab3-47c7-ae78-19e305ce9037 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.263818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb14e10f-ef02-4e91-a45c-3c4f95a1907c · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:25.077526Z

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 c1d27cf1-f4de-4b59-926d-b9b2275b10fc · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:25.051989Z

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 2eb36262-32e5-452e-8d09-5add897642af · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:25.040086Z

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 5e471978-93ae-408a-b8b2-834bba611cd3 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.289136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2138ada4-2e17-4ddb-82be-8912cc43c90c · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 9

Resolution: verified exact; doi, observed 2026-08-16T12:40:24.517441Z

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 b1751260-06ea-443c-a201-abc8763943a4 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:25.021594Z

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 f6464069-2922-41d5-9c7d-a86a2c0b609d · outbound

This paper cites Loghub: A Large Collection of System Log Datasets for AI-driven Log Analytics.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Loghub: A Large Collection of System Log Datasets for AI-driven Log Analytics

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.302972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 791ac8cf-40a8-4620-bf45-bdfd158f87d0 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:25.008835Z

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 f250be26-5461-4813-b0f1-3276e8b26a3f · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.996580Z

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 6e95741a-dfd0-46f4-8828-2c4c6dc44cda · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.317052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28e357da-d75d-4700-abb9-5eeef80e5e79 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.321621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c0c4996-a15d-44ee-a30e-4279485e2ce9 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.326055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b97b4968-1248-47f3-b0e4-254574791070 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.964487Z

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 9aac3130-b8d2-470c-8c7a-f25868bff29d · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.334925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 746718b5-f5ff-424d-b87b-3115edcfb5c1 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.945307Z

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 83cee833-d347-4110-b3be-44737f659bdd · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.343743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5afe69e-16ab-461f-9a84-e6cb5b8e76e9 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.926008Z

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 c8028220-bde8-46b2-b39e-9d4ba9b3d888 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.353226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bf20ce8-77f4-493b-ac3a-8eb2e914ae6c · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.905922Z

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 9cb00d96-231a-442c-b2ab-49c8370ff6f9 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.893395Z

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 37bb8f9a-4e48-4c44-a108-3530aedc7dc8 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.366157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2161dc0-c8d0-475f-9e62-7a9496ccb793 · outbound

This paper cites Log-based Anomaly Detection based on EVT Theory with feedback.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Log-based Anomaly Detection based on EVT Theory with feedback

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.374968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dddbc468-abd6-4b1f-896b-bf447470c8ac · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.379331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05c95a54-264b-42b5-8dbe-e33d71977cf2 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.383613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8269ff83-9880-4651-93b1-d588b837e255 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.835498Z

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 048dcbab-2d61-46ac-b5d8-9b5075fecb0e · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.823765Z

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 3ed956ff-7c16-4a63-a069-62734db71b4e · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.811179Z

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 15e1ad02-131d-4c30-8501-15cbc5573c32 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.404951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40d56436-8333-493a-970d-42cbafb8fdac · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.792417Z

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 487f9d68-50e1-40b8-bad4-9ea9e39c878d · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.781180Z

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 50a1edc0-a418-4d63-8e52-55ef736dfbf9 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.769281Z

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 974f4b61-657d-49c4-a416-2985ac548d4b · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.756736Z

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 a8af2c9e-808e-43aa-9cb4-6a9c3d6b196f · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.744700Z

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 eff5eb1d-076a-4518-a5d4-b342ed0442bd · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.732432Z

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 3790f0f2-c551-415e-9a14-9fce17fb8743 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.436074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 934297ec-28c1-42bc-9b3b-eebdd7b66180 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.714306Z

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 e235f833-6451-4e4e-b3df-9ada0a31f5e9 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.703108Z

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 a65986e8-5e2b-4477-ad07-ac8494f8a629 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.691192Z

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 ff44160f-6dc4-4b79-8890-74fc8b147276 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.453623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63609e9c-3c14-4017-8086-a4e1dbe300bf · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.673202Z

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 5e11217b-d27a-4fcd-b70f-0993310ea27b · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.660722Z

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 fa607e73-c265-4de2-9962-6193e46488da · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.649173Z

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 11512fec-3059-4dd5-b4a5-4667c4c19730 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:24.636168Z

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 e4797906-330b-43d3-a5bf-c5f1900ed30e · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.473640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f55b275f-6b81-4255-93f1-26694f64e9d4 · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.478404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 817b8a6e-3eae-44f0-bc0a-6da9c77416cb · outbound

This paper cites an unresolved cited work.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.483033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ecfa7f4-5524-4e22-94b9-9b1847b32a00 · outbound

This paper cites In 2010 IEEE/IFIP International Conference on Dependable Systems & Networks (DSN).

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection In 2010 IEEE/IFIP International Conference on Dependable Systems & Networks (DSN)

Reference 2010

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:25.064687Z

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 0d57f364-f3b2-4427-a4e7-80f609fde686 · outbound

This paper cites In Proceedings of the 38th international conference on software engineering companion.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection In Proceedings of the 38th international conference on software engineering companion

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:24.871522Z

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 8f1530a4-a709-4d45-b600-b6fd8fb0abac · outbound

This paper cites In Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings.

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection In Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:24.387421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ce1014b7-4eab-42d1-8346-033cd1c1ee49 · inbound

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis cites this paper.

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-05-15T08:25:19.004519Z

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 7e4622e5-338a-406a-9969-329fb37e8f2c · inbound

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis cites this paper.

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-05-21T10:04:06.580488Z

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 2008a030-3000-4114-8e23-94c25df23b0d · inbound

Fine-Tuning Small Language Models for Solution-Oriented Windows Event Log Analysis cites this paper.

Fine-Tuning Small Language Models for Solution-Oriented Windows Event Log Analysis AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:21:13.402394Z

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.