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Paper Citation Record · LEDGER

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training

As of 19 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2608.06471.

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

pith.paper-citation-record.v1
2608.06471 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:37:03.157250Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

59 of 59 outbound references displayed

  • verified exact0
  • verified fuzzy43
  • unresolved14
  • parse uncertain2
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fde815f6-485b-4b93-9029-35d1dff7ff2f · outbound

This paper cites 2026 , howpublished =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2026 , howpublished =

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.462700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.822155Z digest=sha256:fe9a11be3dc3da84b558508c492d3da356221bf83a46027f0cacda368c58306d

Observation 1ace24ba-1512-42d3-9a8a-7d9369e570e1 · outbound

This paper cites 2024 , howpublished =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2024 , howpublished =

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.445992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.831991Z digest=sha256:97341be56fdec79288e78bfea7bdd79ea51433185d07c24c5d897b1a820bc910

Observation 025d0d3d-0455-4e30-9c79-e0269159f5c7 · outbound

This paper cites How I Used o3 to Find.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training How I Used o3 to Find

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.428865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.837258Z digest=sha256:a8fcd48b318eb6dab2ee28e8fd544ecf0c00dfd1f0248baae65a9b6e321da2c6

Observation 9c4be407-9385-4a3f-a500-265a93fa0a4c · outbound

This paper cites 2024 , url =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2024 , url =

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.412529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.842835Z digest=sha256:c016a8c138a9f375dae50b94a0438bffe2bc24b84d3cff7815c929258c13a60a

Observation 5418e94b-e380-4aff-87f9-0f24f8b8a8f3 · outbound

This paper cites Teams of.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Teams of

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.393851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.848905Z digest=sha256:c62cd652820867041de895610b300c8939b2f9a0619ebef291fb05287ad0f399

Observation 5176635b-32e8-42e3-aa07-64a5e372cfcd · outbound

This paper cites Asleep at the Keyboard?.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Asleep at the Keyboard?

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.376082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.854052Z digest=sha256:a62516cf36832ca47a6c283dd2637c8c41637698c81ce9363c216b04d8f43c70

Observation a621baba-8584-446d-860b-27db3f230861 · outbound

This paper cites 2025 , url =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2025 , url =

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.357752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.859165Z digest=sha256:67d4342b90898e3aa7727f1d4c9220dbd98f48e1d74ca5d70233599b4feac152

Observation 57353164-bb1d-4673-900b-bcc885f33481 · outbound

This paper cites 2024 , url=.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2024 , url=

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:02.864623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:02.864623Z digest=sha256:dd25fde9b1461b8659cca5458f72d4f6b7b3d5d9dd3a120695dcae1a439acb72

Observation c370b834-ee18-4d56-bcb3-914b02a552ad · outbound

This paper cites 2024 , url =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2024 , url =

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.331176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.869948Z digest=sha256:83136c2aa678c5d7b57d55c405b7ecb1fec98f6788000be32fb9501f89a57c3b

Observation eff15499-d6b6-4999-ba0a-324875c734c8 · outbound

This paper cites and Yang, John and Wettig, Alexander and Yao, Shunyu and Narasimhan, Karthik and Press, Ofir , booktitle =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training and Yang, John and Wettig, Alexander and Yao, Shunyu and Narasimhan, Karthik and Press, Ofir , booktitle =

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.315105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.875717Z digest=sha256:dc07c4b13f6906deb80c85633dfe3dee483745277e32223d580eabbbd71bd5cf

Observation 0bbb1e04-f0ad-4089-af50-670fa36c85a8 · outbound

This paper cites Training Software Engineering Agents and Verifiers with.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Training Software Engineering Agents and Verifiers with

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.299545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.881063Z digest=sha256:832fa125967f63ae2f307fce8c24ed8aadb845a4f8690663fc672d50fcd14efd

Observation c0b33ad4-be95-4120-b75c-89b663d55458 · outbound

This paper cites and Wettig, Alexander and Khandpur, Kabir and Zhang, Yanzhe and Hui, Binyuan and Press, Ofir and Schmidt, Ludwig and Yang, Diyi , booktitle =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training and Wettig, Alexander and Khandpur, Kabir and Zhang, Yanzhe and Hui, Binyuan and Press, Ofir and Schmidt, Ludwig and Yang, Diyi , booktitle =

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.282302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.887464Z digest=sha256:e2e3b1d8472ac41747f34c1aae8bd130a653d458a103b05c93094ad7d64b67eb

Observation 88a2fcbb-79ff-4a83-a1fd-248b181a89ae · outbound

This paper cites 2025 , note =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2025 , note =

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.264600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.892773Z digest=sha256:c2d2ac52933aba704eb175abe3f5e51babb66359f86efc684c1fa5a8b90fb793

Observation 0e64661b-3335-4439-bae5-a9c5e824d523 · outbound

This paper cites , booktitle =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training , booktitle =

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.248923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.897758Z digest=sha256:69d2817c54c10564d8367fa322cd7c79dc20e5befaae081e022da8d3d27c6e11

Observation 85b525c8-c08d-4b3a-a045-2b5f3304561e · outbound

This paper cites 2025 , url =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2025 , url =

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.233194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.903126Z digest=sha256:40ba4f1a59dd51ef0348cc85b52b97e057a34987a81b0b0c3c01ffcd6eac4191

Observation 656e2df6-06da-453e-8c9c-b09928e089e8 · outbound

This paper cites and others , booktitle =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training and others , booktitle =

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.216441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.908137Z digest=sha256:1400c823f5d8f61e9bdbf8dacf35bb707329c25c25c20278f1cb19ee69cb7463

Observation 6abba03c-7e0d-4b28-8e5c-408823a5862c · outbound

This paper cites 2025 , note =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2025 , note =

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.199190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.913292Z digest=sha256:47e95221cbb57e79ef7d2433139c8f8c4b3467c3a5f2c66a4d41ccee09152491

Observation b486014b-6f6f-4c02-966e-729da9c82ac5 · outbound

This paper cites 2026 , eprint=.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2026 , eprint=

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.181072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.918360Z digest=sha256:d19c32585c815c87b8092be95c7aab7b1520dd7a6eb4c7d8e9cb2713d8bd0259

Observation 221f4235-aa5c-479f-a954-1eb0a5e64326 · outbound

This paper cites Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:02.923242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:02.923242Z digest=sha256:2cddc7deb87d1261392af4213815a6a3f68bcf2171dcc16194f2a793053c3176

Observation c0c3acbb-9a6c-4bb4-a457-a8cadddea948 · outbound

This paper cites an unresolved cited work.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:37:04.163493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.928645Z digest=sha256:c72732eb4fc64e40ef97556f908fa782c576fb5e0c47f1b49b38f65986cd2885

Observation e73ffb6c-c03c-49ab-8832-70b4be496126 · outbound

This paper cites Cyber-Zero: Training Cybersecurity Agents without Runtime.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Cyber-Zero: Training Cybersecurity Agents without Runtime

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:02.933497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:02.933497Z digest=sha256:da7761f9ec37b2746ad65edb9de3c0dde2d210184a37243b96e9a19aa5aa81c8

Observation 3f60834f-58c5-44a1-aab0-d281f1cba5c1 · outbound

This paper cites arXiv preprint arXiv:2508.18370 , year =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training arXiv preprint arXiv:2508.18370 , year =

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:02.939426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:02.939426Z digest=sha256:b8ad9a7c054dc3c2680b68a970fb149c85d1250be58d48d5fd0d1abc5769b940

Observation eaba736f-b3f8-458e-9a99-ab7a35cae2b2 · outbound

This paper cites 2023 , doi =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2023 , doi =

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.147008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.945162Z digest=sha256:eaa0f64a0757be53ed37ee3801c569c2bb837353da2579988f617398ed8eea95

Observation c49d2704-80e7-40b8-9a33-b50dc533a236 · outbound

This paper cites 2023 , url =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2023 , url =

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.130356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.950156Z digest=sha256:908b79ed0148960c3376263b581a5383f75b9e4b4568658a94ec10d5f06fc0da

Observation 970c4d8d-3f1f-4401-bfef-074c2fdd6aa2 · outbound

This paper cites 2025 , note =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2025 , note =

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.113203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.955493Z digest=sha256:995f1012910301c3c81a01ae24bffd3b17da319815282bba41d4d8f3c61413dc

Observation 52cd5b2a-0627-4ac9-bef9-e6356cc2392d · outbound

This paper cites From CVE Entries to Verifiable Exploits: An Automated Multi-Agent Framework for Reproducing.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training From CVE Entries to Verifiable Exploits: An Automated Multi-Agent Framework for Reproducing

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.096818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.961105Z digest=sha256:d76c97e60edc1b85ed6ee4e57e5078597fc8d757ca525b6fab6055bd1aa79e5c

Observation 7cb2acb8-7d2c-426e-b814-694533409546 · outbound

This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Advances in Neural Information Processing Systems (NeurIPS) , year =

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.080550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.965903Z digest=sha256:069736e5ae8d9ee44b51fa58207ae86a8871b9e7c3d63129b23eda0c9717520a

Observation 8afdccd8-9a8d-4c54-a40d-312d590df1a1 · outbound

This paper cites 2023 , url =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2023 , url =

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.064632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.970992Z digest=sha256:f33d857509fbb30837f4550bfca96deb94c8013dd3b21061dea3163070783fa4

Observation 305a9a4d-b67a-4ac8-9bb1-bb113ccaeee2 · outbound

This paper cites ACM Transactions on Software Engineering and Methodology , volume =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training ACM Transactions on Software Engineering and Methodology , volume =

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.048959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.976114Z digest=sha256:57ada4dbb7b819f73a4077289330ce35568a92446631303890e696e1815b2a66

Observation 1b0c8d40-9678-4630-a98c-d917ea7255b2 · outbound

This paper cites Fixing Security Vulnerabilities with.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Fixing Security Vulnerabilities with

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.033709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.980749Z digest=sha256:7c13e17667ea1acc178f26b0d97b9e152e595f14a7b51b0eb4f2600ba0259b69

Observation 59adafa6-852e-4302-9575-765a22ec5b20 · outbound

This paper cites Disrupting the First Reported.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Disrupting the First Reported

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:04.014972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.985247Z digest=sha256:7ccc60a894c0144a2823dd45c708653b27def8bb843036922b2559a182c5a0d2

Observation f4f0f5fa-0741-4f1f-8d0b-c2c3850cf44a · outbound

This paper cites 2026 , url =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2026 , url =

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.998219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.990706Z digest=sha256:592ee9b3232fb0ca27e66d6e91b18cdcdea8463251998626157d47836e442395

Observation 577e0842-81f0-4a2a-a4b6-6dd90e484a8a · outbound

This paper cites an unresolved cited work.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:37:03.979519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:02.995561Z digest=sha256:2972182b085c9774acbb3401f10d92f37a1f5ebd85a538de383c8dac55f6748b

Observation 41450745-510c-462f-b1c5-bd5510e77cf5 · outbound

This paper cites 2026 , url =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2026 , url =

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.960884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.003296Z digest=sha256:4ca7b0debd6ce90aa0432cd3750f4d1f8f0621d2001b0aaa8edaf125c3b5f2d4

Observation 0f47f955-3385-4f82-9a14-ee0626a2b1d4 · outbound

This paper cites 2024 , doi =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2024 , doi =

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.942189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.008318Z digest=sha256:a54f62d57278eeb3d31f432211983d6e256354dd76ab713f57512a93332da3f3

Observation 7e98d94e-91ef-43f4-8756-1281aa5b2260 · outbound

This paper cites 2025 , url =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2025 , url =

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.920167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.013986Z digest=sha256:dffd4adeb85f920639838538a035dfd104fe8b8d5dfd2ae0fabf9635fcc03a30

Observation 24b7839b-5cce-4def-b92f-b3a389172cb9 · outbound

This paper cites Frontier.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Frontier

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.898732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.018654Z digest=sha256:89c978837cc69e7f9f871a51809a1320b9608c1159925d0356f715bce7031faa

Observation c173cfc3-f0bf-4d1b-b32d-29b6dcfee840 · outbound

This paper cites To Defend Against Cyber Attacks, We Must Teach.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training To Defend Against Cyber Attacks, We Must Teach

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.870572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.023217Z digest=sha256:66f3763a704b9477d9db26aa9bd6706c5eb725977ced643e1448b7086f8236f4

Observation f0e5afc7-b11f-40d9-b478-f27f3d98c65f · outbound

This paper cites 2026 , howpublished =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2026 , howpublished =

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.837715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.027762Z digest=sha256:940bee2bbd4f0cc19743bda906fabf8736a39364139b71935c668b363feaf680

Observation 003feb0a-6ae9-466b-8108-e976ef1f8998 · outbound

This paper cites Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Top Score on the Wrong Exam: On Benchmarking in Machine Learning for Vulnerability Detection

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:03.032563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:03.032563Z digest=sha256:b1b9b41a90dce37323ea9546ddb7aa16be2adf69d77a33d315c1b2bb48210785

Observation 649e2a55-e898-4a8a-a784-64c795b13395 · outbound

This paper cites IEEE Transactions on Software Engineering , year =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training IEEE Transactions on Software Engineering , year =

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.814724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.037361Z digest=sha256:42136c87b2ceebf9552c2b5e51aaf5b7f4064ad26a9a7c2832ef2605dbfb2754

Observation 1526405e-4992-4471-bc7a-36caf96c8270 · outbound

This paper cites an unresolved cited work.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Unresolved cited work

Reference 42

Resolution
parse uncertain
no resolver link, observed 2026-08-15T14:37:03.042388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:03.042388Z digest=sha256:a75c922b4e3beeaf3b3b3ebada4eaf39442b12b857c3fdcd2a83950363ad8aca

Observation 686afe2c-9571-41ed-8c6c-727eb53689a3 · outbound

This paper cites an unresolved cited work.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:37:03.775790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.047154Z digest=sha256:7a307c7021c0b4b8397d06444d5b67eede4dc8150c642e64eeccf77b427fb011

Observation 5b3836cd-dc94-4680-ba6c-6ee623171009 · outbound

This paper cites Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval , pages =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval , pages =

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.756141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.058433Z digest=sha256:cf5324c75969fe369089246c47ba5b745d6a0350543d3fa011eac5d65b2cf485

Observation 7b6dcd31-90e0-4b3b-b624-6d2b47a10b6a · outbound

This paper cites Transactions of the Association for Computational Linguistics (TACL) , volume =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Transactions of the Association for Computational Linguistics (TACL) , volume =

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.734727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.064047Z digest=sha256:358a595115540051d151f905e015e1dc2903651c887ec580bdbe165f8ddcbea6

Observation c19bee08-a63f-456e-8279-716d1d31b025 · outbound

This paper cites Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE) , pages =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE) , pages =

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.714029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.069398Z digest=sha256:a84fb618352b24a1d1927250dc905cc1017f105750aa08f053186ee4bd5d0295

Observation 7b54f53b-3612-4eb1-9c41-5835bdae68d7 · outbound

This paper cites 2012 , publisher =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2012 , publisher =

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.693808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.083665Z digest=sha256:145c29c1c49ceac2cb5b9ab813ce0478bd573b695230722b7d0d70b0fdbcef84

Observation 7e73d2c4-339e-4cdc-b84d-52c3693c15a6 · outbound

This paper cites an unresolved cited work.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Unresolved cited work

Reference 48

Resolution
parse uncertain
no resolver link, observed 2026-08-15T14:37:03.089814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:03.089814Z digest=sha256:94527ff4d0a0e15c3dc13ad202748d9119e1c101f19c93b3434ba062030cceb2

Observation cafed4c4-b97f-402e-985a-7331d3b4a8c3 · outbound

This paper cites 2016 , publisher =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2016 , publisher =

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.661604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.095609Z digest=sha256:215d7d4270934f1140348c9c7d00d355a615cbf13403f0e6cc87af904b8dfdc5

Observation 947d3e7b-b165-42a7-bdc6-2b66e1d06f25 · outbound

This paper cites 2016 , publisher =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2016 , publisher =

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.644046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.102194Z digest=sha256:dd39e3024053f8bb15580aaa8edd436608a293419fa604eefec9e799482f6e3c

Observation d7bf8589-35c1-442f-b533-5da9331a1e3b · outbound

This paper cites Advances in Neural Information Processing Systems , volume =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Advances in Neural Information Processing Systems , volume =

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:03.108268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:03.108268Z digest=sha256:6c6c5220da147aaab2998ecf58d366ce5350e8866275f4c749cce4960fd4784e

Observation d006a16c-e96d-433b-941c-1a1c340adcc3 · outbound

This paper cites and Shen, Yelong and Wallis, Phillip and Allen-Zhu, Zeyuan and Li, Yuanzhi and Wang, Shean and Wang, Lu and Chen, Weizhu , booktitle =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training and Shen, Yelong and Wallis, Phillip and Allen-Zhu, Zeyuan and Li, Yuanzhi and Wang, Shean and Wang, Lu and Chen, Weizhu , booktitle =

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:03.113977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:03.113977Z digest=sha256:091338d5eab9c6bb611a95c8080b172b491b1c47d5f4ee3304a413034c7f6a9f

Observation 3b57e8d4-0db6-4f71-a16f-e864245d1509 · outbound

This paper cites an unresolved cited work.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-15T14:37:03.597682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.119279Z digest=sha256:2a5186db2aab24bbbefa5d1b974f1306f2a64977682e65efded3b40fafdf8e7c

Observation 234cda59-7e4f-4b37-bf89-925b05943e23 · outbound

This paper cites USENIX Security Symposium , year =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training USENIX Security Symposium , year =

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.579090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.125498Z digest=sha256:a4a14c9ce4c155cf4db2a4b4d5f9c4c9af904e91573dbcc8052f49c4253797b8

Observation e25adf8c-6f5b-453a-9f5e-a3a32acf862d · outbound

This paper cites arXiv preprint arXiv:2511.11019 , year =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training arXiv preprint arXiv:2511.11019 , year =

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:03.132558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:03.132558Z digest=sha256:ead9234dc0288d615a4ebf8f31d65c25e35040e55cbb0f7470e5cfb43034f343

Observation 2f433bd7-8033-4282-be65-5e31b4de8132 · outbound

This paper cites an unresolved cited work.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:03.138221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:03.138221Z digest=sha256:8a77e3abc53e26fdfc53c1434652166ef260d69fb6118ce2c1fa5c35da2b4cfc

Observation ef4ef666-05af-4c59-a291-f2c77d309f16 · outbound

This paper cites 2026 , note =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training 2026 , note =

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.539009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.143717Z digest=sha256:560d7a9d8ee49ce81862fce1faa06c6a825d3194778df632c60b249710c2fc69

Observation 21c5273c-8341-4d71-ad1b-6c85974ed87b · outbound

This paper cites , booktitle =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training , booktitle =

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-15T14:37:03.150788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:37:03.150788Z digest=sha256:3f387e706d1ab2fb107a4a144556f439e525491f875fbc9d2bcaf070c1f8b2d5

Observation 318315d4-97c8-45c9-ae3e-11c7ec02140f · outbound

This paper cites The Annals of Mathematical Statistics , volume =.

CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training The Annals of Mathematical Statistics , volume =

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:37:03.505899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-15T14:37:03.157250Z digest=sha256:b31ead395953c1f69c7db308f9957d6f6190f5b91f5c6d85943a9d3bbe82b711

Pith citing papers

No inbound Pith citation observations are available.