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Paper Citation Record · LEDGER

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning

As of 18 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2501.16393.

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

pith.paper-citation-record.v1
2501.16393 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:18:51.064654Z

measured 38 of 38 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T18:04:09.528381Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T18:06:42.932029Z

Reference resolution

37 of 37 outbound references displayed

  • verified exact0
  • verified fuzzy17
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c5041410-5e3d-434b-907f-e7bde497228f · outbound

This paper cites Akoglu, H.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Akoglu, H

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.628707Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.916502Z digest=sha256:23b207a7b3886fcb7162b32b1cc98eb977859ab416b5161f3f1e8534d9ded2a7

Observation 34bc9b9a-80ee-473c-b012-dfd9868ee1a8 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.618161Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.921717Z digest=sha256:71c6dc1dee41270827211be3054b69e890bd2884f549f633cdaef4950f63a7de

Observation 025ed55f-ed61-422a-987e-4b9690f7412b · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.607327Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.925603Z digest=sha256:878294b1360a2424b636940a58cfdd3505d8c0d669c3750ee962313e279e1fa6

Observation 71b0f398-e9f8-4bb3-8533-8e981cd6e7da · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.596378Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.929577Z digest=sha256:5445edebd8556392decab98ff1c940512f2f3f6e964e605e659893ffc9006b2f

Observation bfabaa46-d692-464c-a4e3-36353a08d480 · outbound

This paper cites Chong, Y.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Chong, Y

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.584553Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.934012Z digest=sha256:d2526ebdf1c577a8fe76471eabeb15ad08568f85ecffcbb6855880ddba16433a

Observation f6095307-0f8b-4e60-b797-3818a18e6a5d · outbound

This paper cites Cyber incident response to public safety answering points: A state’s perspective.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Cyber incident response to public safety answering points: A state’s perspective

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.573078Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.937991Z digest=sha256:6d692f744618de2b23ab60191b949563582a6e2d8ba20ef6e2badc52a53645c4

Observation df939168-cf1f-4a3e-b5cc-174483b0b6f8 · outbound

This paper cites Internet crime report 2023.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Internet crime report 2023

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.560056Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.942208Z digest=sha256:b9c5fb96d7119ca3616c1294e847440e9b068c527f1b86e21bb7229b94bddc26

Observation f3deedf1-9b4d-44b9-9811-0fb26af8a064 · outbound

This paper cites Guastalla, Y.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Guastalla, Y

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.548079Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.945759Z digest=sha256:522166071caa09600ca262b8b299ccb2da0961e48b3a33af2f625a02cfca33da

Observation cd192560-0112-4576-bfea-7e1704c0d7d7 · outbound

This paper cites He and Y.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning He and Y

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.534905Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.949583Z digest=sha256:f45bd1ac8662979bea43b465ebda5f10e0e02247fadad733e9ea93678a012b02

Observation 1b649818-2e07-44c1-9419-79ea53fe9145 · outbound

This paper cites Hogan, E.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Hogan, E

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.521191Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.953543Z digest=sha256:a19ea01db79dade973e3f6ecb13cd834ca1c544586cec9b309c54cb66962a369

Observation ae85e804-cec4-422f-a8d2-cd67dcc0c288 · outbound

This paper cites Huang, Y.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Huang, Y

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.507164Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.957097Z digest=sha256:d185cc30a2fff3ac62324a98ac3da4beb7416fbae9edad67fa70289004b8ae4f

Observation b0cd8bcc-2967-4456-899a-1f90c895629c · outbound

This paper cites Janev, D.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Janev, D

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.495593Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.960674Z digest=sha256:f1556f359e437d0e86d35eacf8474a021a708ec2fc052ddad0d8cc2a2c299ab3

Observation 05a0f016-3202-494c-a374-5c4179dec320 · outbound

This paper cites Jarnac, M.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Jarnac, M

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.482138Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.964513Z digest=sha256:d27f3d1dd88ebae6598f04c73c4c33755fa13ffb04fe44de5c0c4149cafd6d14

Observation b4c3ca82-eae6-4882-a312-36d878d779a5 · outbound

This paper cites Kalyuzhnaya, S.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Kalyuzhnaya, S

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.467976Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.968021Z digest=sha256:01ba5e193dfdfc914a5534363b443507f1158f56974135126d0c26e6c8bc3d77

Observation be6045dd-43ce-4f86-a421-e586bc3ef8d7 · outbound

This paper cites Lindauer.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Lindauer

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T14:18:50.971580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T14:18:50.971580Z digest=sha256:0e14e0dc7ff3c1a33982c485ab77b2f8875a914e4d7e3f8415fed96b72e87b77

Observation ac430bee-42c5-40fe-9eed-3599ec232c69 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.454958Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.975182Z digest=sha256:31fea64a52f32084013b98e5ee520572474f4b8b7572530fb4639ab72a5072c2

Observation e66a2c46-c79b-498b-b795-bb2bc0c9ee03 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.443172Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.979031Z digest=sha256:433d9300e2b35a31f12a2b8b56c294142f2b9fe36e4add7b5268922c2455203e

Observation 43f07b3a-8ca9-497a-80a9-a23b812aee43 · outbound

This paper cites Ni and M.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Ni and M

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.430944Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.983129Z digest=sha256:fef6c7a6edcecf966152842b028c20830667ac284aee0f0114f2204cf489f821

Observation 2030ef9c-e5bc-477b-82ba-d26aa5fcbc7d · outbound

This paper cites Gpt-4 technical report, 2023.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Gpt-4 technical report, 2023

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.418426Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.987445Z digest=sha256:5d864e99b2f73c01d6189634d31fbe174545175c262f53f95445c980b35780d5

Observation 771521ed-2d3c-4971-8d1a-13141527b626 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-10T14:18:50.991650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T14:18:50.991650Z digest=sha256:b6008d4026c7e4a266c5fcb8bbe8287d57d70532c703efac8f07833f2e2a5e78

Observation 7c200f44-5c3a-4a07-b0eb-b276cc107ed2 · outbound

This paper cites TINKER: A framework for Open source Cyberthreat Intelligence.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning TINKER: A framework for Open source Cyberthreat Intelligence

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T14:18:50.995632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T14:18:50.995632Z digest=sha256:bd0d1d5f04fc07187166c84c82d5853b12079de83445268f5cecee9208cc7828

Observation 4427a15e-0e14-4009-99d3-7e11de7d8880 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.397063Z

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.

source=arxiv_source observed=2026-08-10T14:18:50.999849Z digest=sha256:067d8250ad958e37aa5ad5ef263e2a1410d9d47f6b4c7e6fc9e283f422409009

Observation 8c29ce56-8b6c-4089-b634-9b66184abc45 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.384239Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.003505Z digest=sha256:c30aade45173994a8c488031179c4c773ffe4352cdc2b2fe922a13316be21f4a

Observation 966b1ba7-22f2-4cad-9e52-738b37df072d · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.371713Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.007725Z digest=sha256:d49f218411373f7b9e74170433f5750fced034d6ef498c9f16a4f0b5b43def02

Observation c1989845-16ce-443a-967a-bb0509215682 · outbound

This paper cites Steck, C.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Steck, C

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.358031Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.011859Z digest=sha256:fddd757ef2d14b129e39533885fb28e8cb86534d6a7068b544b3f93f826618fa

Observation 58e32d96-988e-4aaf-9b24-46722075d691 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.345599Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.016443Z digest=sha256:3286d845e06a4c72dfab5cdd8c65cc53e7447420ab9ee1f5beca7f2b09e71320

Observation 52ab2e61-a8a3-4f31-81ce-2e96ae4a6967 · outbound

This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-10T14:18:51.022145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T14:18:51.022145Z digest=sha256:1e32d1a68d22c1d142e9008aaf2a8ec40f58bbada12a93e99fc8c9ec116de5bd

Observation f19f741c-87be-435f-b222-e8ab98eb5085 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.333979Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.027384Z digest=sha256:25203cb175cab5b66eb63d2e05c58e54b67616d76c0f24737219879933dcfc27

Observation cf0d57df-4a05-42b2-92d8-90e9b148a074 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 29

Resolution
metadata mismatch
raw_fallback, observed 2026-08-10T14:18:51.214712Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.032010Z digest=sha256:609675f9e69be4e50c8b2e59da1b37d4312770d2ee646bcae5a69856859a147a

Observation 690e1cd1-9312-4446-a81c-5c97abaac90b · outbound

This paper cites Zhang, H.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Zhang, H

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.321536Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.036720Z digest=sha256:fb391665f63fa90ed4713d0f2b43c139dc3413e3f2e7da64795015c64ac370e3

Observation 046af511-0e42-45af-8df9-b9f62284eff6 · outbound

This paper cites Zhang, J.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Zhang, J

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.306870Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.040837Z digest=sha256:3b0ccf91c4860e876624ea63ab369c571a7655f21f8dffbedb898213193d2b10

Observation 89bcfa41-f33d-4857-b6c9-ee655a3b8d05 · outbound

This paper cites Zhang, T.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Zhang, T

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T14:18:51.293225Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.045634Z digest=sha256:805a8ad87262be504d268d927a4b1b89f9ab171ff5fbded528ef7bc2e5cb8c56

Observation 6db75fec-a591-491d-8953-02dad907754f · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.278058Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.049224Z digest=sha256:abcecc6b2b7bba852df1a083b37be278ebfea73461d319c3f86496bdbea62314

Observation d55d526b-9b85-47f1-9e69-ed56a2ad94f8 · outbound

This paper cites A Survey of Large Language Models.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning A Survey of Large Language Models

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-10T14:18:51.052921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T14:18:51.052921Z digest=sha256:4d83dd2b49f62a0bfcb23b3be9987abce7f845ed0384f5451bdce3dbeed5a95b

Observation e9a79f08-78f8-415c-bd29-7e504955a7a1 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.266065Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.056876Z digest=sha256:e530937e1fa1bd9db6fdc2167b721caf26c014e2495e23f18a1d2ac351a22379

Observation 6939a49d-e6cf-41c8-bb93-2b8ae94b5d0c · outbound

This paper cites Foundations of Cyber Resilience: The Confluence of Game, Control, and Learning Theories.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Foundations of Cyber Resilience: The Confluence of Game, Control, and Learning Theories

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-10T14:18:51.060387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T14:18:51.060387Z digest=sha256:a69be45d5a46298eb5c62a5a17b118e1c4c8baf88ea878204efb1d863a42d233

Observation 5be7a0c1-f507-44e6-89d2-9cd379e65c89 · outbound

This paper cites an unresolved cited work.

Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-10T14:18:51.254300Z

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.

source=arxiv_source observed=2026-08-10T14:18:51.064654Z digest=sha256:b36ae066753c37a9a75772f049ae621db3e689d10de6235a5894e0a512e010e2

Pith citing papers

Observation e2d03f9b-d643-4171-a99b-7dc976ae9587 · inbound

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities cites this paper.

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities Improving Network Threat Detection by Knowledge Graph, Large Language Model, and Imbalanced Learning

Reference 65

Resolution
verified exact
arxiv_id, observed 2026-05-18T18:06:42.935073Z

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.

source=pdf_text observed=2026-05-18T18:04:09.528381Z digest=sha256:d13b01af1264ce0f182dd330cf28dc74b4af01c99525967198dac6f9a4b092d9