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Paper Citation Record · LEDGER

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning

As of 18 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2506.23534.

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

pith.paper-citation-record.v1
2506.23534 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:45:30.128473Z

measured 60 of 60 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 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

60 of 60 outbound references displayed

  • verified exact2
  • verified fuzzy19
  • unresolved39
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 49bc9e58-73f3-45c1-a1b2-04a3358af782 · outbound

This paper cites Alfasi, T.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Alfasi, T

Reference 1

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verified fuzzy
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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.

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Observation 4df6b32c-adac-4697-9714-3bef9353f181 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 2

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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.

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Observation c9967bc2-9bdd-4328-960b-aa83aa5292c4 · outbound

This paper cites Jiarpakdee, C.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Jiarpakdee, C

Reference 3

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raw_fallback, observed 2026-08-06T21:45:34.955890Z

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.

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Observation a97df250-b941-4a78-afe1-8008cb985d61 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 4

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raw_fallback, observed 2026-08-06T21:45:34.938868Z

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.

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Observation ea65f6a8-6a3b-4496-802f-d86abf27fbea · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 5

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raw_fallback, observed 2026-08-06T21:45:34.922946Z

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.

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Observation cad35489-c811-47c3-9133-23f0db77287a · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 6

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unresolved
no resolver link, observed 2026-08-06T21:45:25.964393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8398d0d1-90c6-4695-b0f5-a42206c4b781 · outbound

This paper cites Menzies, A.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Menzies, A

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.896876Z

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=2026-08-06T21:45:26.035539Z digest=sha256:d268291681eab5a20710f8fb4db16614dbebfad08c3e1034b2756f01f2372af6

Observation 286b5e43-7235-4be8-a86b-655d96975747 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 8

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raw_fallback, observed 2026-08-06T21:45:34.883021Z

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.

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Observation 96ee438e-ed52-4e51-9653-29aae3b478bd · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 9

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raw_fallback, observed 2026-08-06T21:45:34.868015Z

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.

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Observation c39e9b0c-6dba-448c-9bbf-0a821f4378d0 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 10

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raw_fallback, observed 2026-08-06T21:45:34.853327Z

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.

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Observation 02f1a17c-208c-47aa-b9c1-44d0e6713951 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 11

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raw_fallback, observed 2026-08-06T21:45:34.839290Z

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.

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Observation ba0cc07b-9f6b-4e1c-ad7f-d696e7c07ee7 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 12

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raw_fallback, observed 2026-08-06T21:45:34.823709Z

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.

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Observation bc3846b4-8cfc-4f14-a3e8-f36043d9e33a · outbound

This paper cites Jiarpakdee, C.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Jiarpakdee, C

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.809753Z

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=2026-08-06T21:45:26.496447Z digest=sha256:742e0b36ed0d66a93e268f783f720d2597675a4fa990fc5169d4dca26e817630

Observation 75275619-1f66-47f3-99ae-f27b95d92272 · outbound

This paper cites Khanan, W.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Khanan, W

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.794997Z

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=2026-08-06T21:45:26.613994Z digest=sha256:88b088839979337781de7bf068e1ac22c6dbef143f39a15ef01bf25dc6561cf2

Observation 89017efb-f46a-408c-884f-a5ae194290b0 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 15

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unresolved
raw_fallback, observed 2026-08-06T21:45:34.778582Z

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=2026-08-06T21:45:26.686963Z digest=sha256:52e913740fc3cabcd6a3a3b21d1f023a5db92149fe140d235b516b29b1f84d8d

Observation ab419f1d-19ee-42df-817f-031e6eb1b8ad · outbound

This paper cites Pornprasit, C.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Pornprasit, C

Reference 16

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.763192Z

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=2026-08-06T21:45:26.766347Z digest=sha256:7b985438705deb2fc0d8d57aa6b5ae6576da808b3b8df3c166c1cd2721aa3434

Observation 0b2d0198-c9f5-4e9f-9202-ae0bddea034c · outbound

This paper cites Rajapaksha, C.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Rajapaksha, C

Reference 17

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.746681Z

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=2026-08-06T21:45:26.854924Z digest=sha256:be8679728aa53d2b80fa243d0403499d022281ca971e9104f791f255d1953695

Observation 5152ae3e-49e7-43e8-896f-64388d26b66e · outbound

This paper cites Tantithamthavorn, J.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Tantithamthavorn, J

Reference 18

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raw_fallback, observed 2026-08-06T21:45:34.729884Z

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.

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Observation edf9ae27-c745-494b-b526-e0485f4573b9 · outbound

This paper cites Tantithamthavorn, J.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Tantithamthavorn, J

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.713704Z

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.

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Observation b3e1861e-15c7-4889-8c41-ea7ba4b43958 · outbound

This paper cites Nguyen, T.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Nguyen, T

Reference 21

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.697992Z

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=2026-08-06T21:45:27.109376Z digest=sha256:79a9e46b55e5dca14c0ab0e1db59e8e931f7b34c4c9d964d83bff13e3e6465c7

Observation e0026817-6f99-4139-a31d-ac5b4d84c035 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 22

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raw_fallback, observed 2026-08-06T21:45:34.682889Z

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.

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Observation 9fd795da-3b71-41f4-940f-e8c9c9ae17f7 · outbound

This paper cites Wattanakriengkrai, P.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Wattanakriengkrai, P

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.668728Z

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.

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Observation 650308ac-fe47-4350-b31d-8d9de1b11313 · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Explaining and Harnessing Adversarial Examples

Reference 24

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no resolver link, observed 2026-08-06T21:45:27.383532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:45:27.383532Z digest=sha256:05120d5bb32607695a9a9657a712f739a5581166a790e4c82b3fe132a05c44dd

Observation 4b6ead5a-dc22-4cb5-a89f-e24d7e9553de · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 25

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raw_fallback, observed 2026-08-06T21:45:34.652983Z

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.

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Observation 1f747bde-2b6e-4255-85de-0b2ed882ab30 · outbound

This paper cites Semantic Stealth: Adversarial Text Attacks on NLP Using Several Methods.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Semantic Stealth: Adversarial Text Attacks on NLP Using Several Methods

Reference 26

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local_arxiv, observed 2026-08-06T21:45:30.932752Z

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=2026-08-06T21:45:27.514688Z digest=sha256:4b98cf4fd34646edd6605ca2e93fb61d99b6c469b8a20036fcc34b793e758636

Observation fde4309b-b09e-4adb-baa7-b71b48528a6b · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 27

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raw_fallback, observed 2026-08-06T21:45:34.636632Z

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=2026-08-06T21:45:27.581987Z digest=sha256:9432dc86d3d8072f8c6bbcfadd074a0bbb667e86ab1e5fea1745e07400c04663

Observation d746ca3d-06c4-489c-a56f-779352cf97ac · outbound

This paper cites Zhang, Z.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Zhang, Z

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.619366Z

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=2026-08-06T21:45:27.675293Z digest=sha256:0c55b9ceda1e32274a883ac6239ca37b064b1d420e009488f1abd7bd2489f93c

Observation e6a11f28-61c5-4a6d-9421-b7e8015f6b59 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 29

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unresolved
raw_fallback, observed 2026-08-06T21:45:34.603212Z

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.

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Observation 6aef4656-6c2e-463e-99bd-5d506d77362c · outbound

This paper cites Huang, Z.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Huang, Z

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.587283Z

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=2026-08-06T21:45:27.778236Z digest=sha256:2da703eec9e5d3ade9c1c074e1a0fa88519fa921b259e52cf64d57ebc34d5400

Observation bf96e9cb-2a36-44d4-9f21-d3740d88c71c · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 31

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raw_fallback, observed 2026-08-06T21:45:34.567197Z

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=2026-08-06T21:45:27.832955Z digest=sha256:e71be078857634e70e62c51e84d7cae506ada6e8c45f26e742162c4a51b3379c

Observation b67ec2dd-b8ab-4966-a44a-553919aae17a · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 32

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unresolved
raw_fallback, observed 2026-08-06T21:45:34.536547Z

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=2026-08-06T21:45:27.897709Z digest=sha256:5a8fe7e59c262441fa21cf495a3c9da10fb3f37490cb25b2e67a2f6bb955b0b2

Observation 212e7925-6cd2-4073-bb46-9496c2262c34 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 33

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unresolved
raw_fallback, observed 2026-08-06T21:45:34.461717Z

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=2026-08-06T21:45:27.974758Z digest=sha256:025b4c9bdba72a4d4517d419f3f1a49b39e257da09b8c639b43d1f126fc5caed

Observation 235fb0ae-936e-4a89-8253-b2f6a08bcd7d · outbound

This paper cites Turhan, T.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Turhan, T

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:34.408030Z

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=2026-08-06T21:45:28.027127Z digest=sha256:dc0b86859e20888e32c3dcdded698099f9e4281321b61535a23978ac6b78ca74

Observation 79f384ce-6fd5-4534-81f9-7ff2fac1c555 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T21:45:34.339803Z

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=2026-08-06T21:45:28.087715Z digest=sha256:26ea3716d4838f7160ce843635a72796c1af587d751525e04bac5912832c8fce

Observation 18352107-03a5-4988-a438-a1ec19d6cfef · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 36

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raw_fallback, observed 2026-08-06T21:45:34.279515Z

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=2026-08-06T21:45:28.142343Z digest=sha256:b80ca7d5fb94ae12d9a9189c907cf23023e674ba72c66ea6d4d9fb7a5f8f27b0

Observation efa101ba-2a2c-4715-9731-521e80ed47ce · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 37

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source=pdf_text observed=2026-08-06T21:45:28.213908Z digest=sha256:8a6cd78fc5890bc5eb86be03feb8935bcf7c0f8f44de9cd570fe78f053b5a50e

Observation 0c03aeff-35ad-4df6-8781-cef50c13757f · outbound

This paper cites GraphCodeBERT: Pre-training Code Representations with Data Flow.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning GraphCodeBERT: Pre-training Code Representations with Data Flow

Reference 38

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source=pdf_text observed=2026-08-06T21:45:28.292903Z digest=sha256:e37a325f9e38339d6aa4dcd7a87e0a9cefec4f0184dc3ecee69e7bfd15433537

Observation d764ce74-b5d9-4cba-961d-2229fbe340ca · outbound

This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 39

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source=pdf_text observed=2026-08-06T21:45:28.347143Z digest=sha256:6390c7a84982c8563cc3d1cdfb73707035d2f5f473cb4f9a98e111c6668eeae5

Observation d267bebb-dd40-4ff7-a15a-3cacf733e999 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 40

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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=2026-08-06T21:45:28.408155Z digest=sha256:587622347ee5c45ed94caef892dc646848304ad57fb928366e75204b1d5dd759

Observation bc0315ba-b93d-4115-82ba-3b9317b40e93 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 41

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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=2026-08-06T21:45:28.463419Z digest=sha256:748435fef728de3f6b9786958163ebcd15bb57b4e796ee1c56ff8bdbb7b0e074

Observation 3a428f7b-be0c-4933-adfe-0c6c521364c9 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 42

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raw_fallback, observed 2026-08-06T21:45:33.912033Z

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=2026-08-06T21:45:28.531880Z digest=sha256:b3f47c7407a31184697d0f09b83fb4086771c6cbc70c4fef350728c504fa8083

Observation 46edfa3f-c195-47c6-8bea-e3f7dff4acfc · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 43

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raw_fallback, observed 2026-08-06T21:45:33.565333Z

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=2026-08-06T21:45:28.581298Z digest=sha256:e2ae59387f5896a1a6ae2ee2ed11d622dd9f6758dc9ea78104a365cfa7ce87e1

Observation 32b9b8ae-d01f-451b-a48d-c93910c81ec8 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-06T21:45:28.636371Z digest=sha256:5a2b18e6c9a13c561eb3140cd9bc8f3ff7c28bd0cd00d4cfb0944e99daccaef4

Observation f837ec84-bef7-4002-973f-00fb69698d80 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 45

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doi, observed 2026-08-06T21:45:30.400557Z

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=2026-08-06T21:45:28.683340Z digest=sha256:74fde7511f06ba4df2980d860c8e2e0b6fbdc8d584719d33a998181beeae8c39

Observation 8a6182df-4a41-4b4c-b3d8-4b8665dd71fd · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-06T21:45:28.735080Z digest=sha256:a3e19db8a729c0d39e981ca23879bc72c077c06c5cec47dba8fb43487ffe6518

Observation 3c6b638a-1acf-4bba-bbe9-b5a5e4bd0ef9 · outbound

This paper cites Herbold, D.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Herbold, D

Reference 47

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raw_fallback, observed 2026-08-06T21:45:33.411626Z

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=2026-08-06T21:45:28.799642Z digest=sha256:cceb35433589ffeaf18c21574e257f3cdf55daa274b34d7d843420dd239880b2

Observation 247712ed-a5a9-452f-a309-0183e4ca9905 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 48

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raw_fallback, observed 2026-08-06T21:45:33.362824Z

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=2026-08-06T21:45:28.869999Z digest=sha256:04395ebf4a7819dd3b42c46da3866b80dac6e950df7e0287a0f9aa8e1b5aff7e

Observation 51f901a2-1d5f-467d-bf82-eb4fbb1dca91 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 49

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 91f37f9a-949c-4f2f-8828-3135c61d072f · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 50

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:45:29.150677Z digest=sha256:8215d740cce4b8938a3152ad34203d059e942051972cb31368721d208622f57e

Observation c88b89cd-5480-4bd4-9429-b2a3cedf16b4 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 51

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raw_fallback, observed 2026-08-06T21:45:32.927461Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:45:29.252274Z digest=sha256:440156de367c1589192bf911ba7e6a26143c03a3a305ea69c117a82aa187230b

Observation be3100d2-e382-4642-acb6-edcb2fb3290d · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 52

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raw_fallback, observed 2026-08-06T21:45:32.865769Z

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=2026-08-06T21:45:29.378635Z digest=sha256:09003e85f887fe4993593f714ff2dc3fb376c76294c53b24d1ff74e7590e41b8

Observation 728fa8bf-83c5-4222-a147-097016413957 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 53

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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=2026-08-06T21:45:29.463305Z digest=sha256:ed96027717e4c978db278b1883d260b3810e626ddbb44a85ff42c9d063a25b7c

Observation 3afc517e-fb4f-4e84-98e5-fc750c4ef3f1 · outbound

This paper cites Chakraborty, R.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Chakraborty, R

Reference 54

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raw_fallback, observed 2026-08-06T21:45:32.452657Z

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=2026-08-06T21:45:29.540551Z digest=sha256:4dd42a0bc1fc86775f044957941d0eedae2ee93ea5f0dc06a7abb96d356cae5d

Observation dead6ec9-8ad1-41b0-b73f-52548e0e84d5 · outbound

This paper cites Bilgin, M.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Bilgin, M

Reference 55

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raw_fallback, observed 2026-08-06T21:45:32.266404Z

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=2026-08-06T21:45:29.647912Z digest=sha256:07640c0d91010eed35b770b1e4a465121b1e372c1df19eb2d57197f2f4b689d9

Observation d94f878c-ba21-4423-adf3-c43a303ea468 · outbound

This paper cites Szab ´o, V.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Szab ´o, V

Reference 56

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raw_fallback, observed 2026-08-06T21:45:31.927392Z

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=2026-08-06T21:45:29.713734Z digest=sha256:11d14f642a71d988c7206f278e864e7ec6c8ceb3c076988b51e58da6a42e2675

Observation 2f05c7dc-8658-442c-8df8-5e94b31c7951 · outbound

This paper cites Abstract Syntax Tree for Programming Language Understanding and Representation: How Far Are We?.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Abstract Syntax Tree for Programming Language Understanding and Representation: How Far Are We?

Reference 57

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no resolver link, observed 2026-08-06T21:45:29.806953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:45:29.806953Z digest=sha256:f23acc0b6bd8a9df06315aa857d586f27f64ad73a43044e3d42294c62b5533ec

Observation 049c7138-d620-4352-8704-ccd3e6753d2b · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 58

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raw_fallback, observed 2026-08-06T21:45:31.699370Z

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=2026-08-06T21:45:29.884682Z digest=sha256:1f8f6397cb1540b2b6ed302c6bf6d6257199ea681de0306815607aab8faab8be

Observation 2e899f96-d71a-4150-a41c-32098a816505 · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 59

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raw_fallback, observed 2026-08-06T21:45:31.566758Z

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=2026-08-06T21:45:29.962691Z digest=sha256:d24b012d51405a354d4fa0a64ebcf6814e9440d21d851f3ea31f75e51eb05e40

Observation 184fee93-1020-4768-a4df-0072fe9bc4cf · outbound

This paper cites an unresolved cited work.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning Unresolved cited work

Reference 60

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raw_fallback, observed 2026-08-06T21:45:31.402228Z

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=2026-08-06T21:45:30.054459Z digest=sha256:073455cf05b3fa35d2a610a5b9806b559ecf98fad844a6eafb7b3745f9b371d8

Observation e14fcdb1-b7d6-4ed1-917e-b2f35088a804 · outbound

This paper cites More information can be found at: https://xchencs.github.io/index.html.

Improving vulnerability type prediction and line-level detection via adversarial training-based data augmentation and multi-task learning More information can be found at: https://xchencs.github.io/index.html

Reference 2023

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verified fuzzy
raw_fallback, observed 2026-08-06T21:45:31.219566Z

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=2026-08-06T21:45:30.128473Z digest=sha256:3841967e872f33fb6f7ad29af9d283e35cd772cfd6d7c268925d6dc95da20e10

Pith citing papers

No inbound Pith citation observations are available.