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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 10 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 2026-08-09T06:31:02.800959+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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.

source=pdf_text observed=2026-08-06T21:45:25.964393Z digest=sha256:880146e43a736fe9154d49de7cf163515e234c4f52fb856732b7dc58ffa3b381

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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:26.035539Z digest=sha256:2a9bb30db78cc77aa62f1960bef64cdbfa6861e56cd1c94da4961f8f51d07661

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 2026-08-09T06:31:02.800959+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:26.425243Z digest=sha256:470b69cda862ed7ea73dc94514f22f940b7d1c65d59a0de165ef7148b5d5a336

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:26.496447Z digest=sha256:1f83a5f6a21642b2682c4797031ecbbded80f9374644f01ac5fad83dfddda4ee

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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:26.613994Z digest=sha256:4ed58a9100201ed6736bd169413de3a62a5831abbe2e214a546d5857aeb15f98

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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:26.686963Z digest=sha256:b3c30ea7daeae46dc6ea041a48bc2b48909bf69dd28863efc9d30f21bf98d060

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:26.766347Z digest=sha256:cd0ee5d51d617db054f1f9cd56b86cafd0ff0f21a16b86a660426e0b73d0463b

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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:26.854924Z digest=sha256:6d3230f40c30056e0bc7745d02788a3b4b5fa4752a54f19b015eb56026cd5215

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 2026-08-09T06:31:02.800959+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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:27.005164Z digest=sha256:b10f3cef9e2707645d6ea011b0c1a4ddea66f951a222af828aed84ac67b94ace

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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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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:27.291237Z digest=sha256:7d9ab422cf3ab2868c7673b038b8fafa2892643210e2e8641ed36fcb4d41b510

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=sha256:1706af55727b36ecfddb176c8ccf321544580988cf23840591b2a99f13eb1397

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:27.438315Z digest=sha256:44bfbdc42ab38fa181f648efee1e24bfbe2d4b6cbdcafd6696d32c10441d1f79

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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

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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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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 2026-08-09T06:31:02.800959+00:00.

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

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No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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

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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 2026-08-09T06:31:02.800959+00:00.

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:27.832955Z digest=sha256:f591509b8bcbf27d06326cbcbea9ab98288584f6238be87cf9697df258ade589

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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:27.897709Z digest=sha256:3ab58feddb22e12a24013488751825a5ed0151fda74c9632fee4ee3720f60442

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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:27.974758Z digest=sha256:7e17eeb1b6906388a82d61133ffa614b2f7e32f6ff233570201334401835f1b5

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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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:28.027127Z digest=sha256:35dec8ec85bddfd7c48746d90a75077c0d5d831910caf8bfbefbae116c99a1e1

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:28.087715Z digest=sha256:60383c8ae6725798aca9d8358935c4e497015c1d087d2735d452be315975ecce

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:28.142343Z digest=sha256:d82ce18db9a4b2023adcdb50ba193fa560a4fac540c7535c80ff82bc1776bb55

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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no resolver link, observed 2026-08-06T21:45:28.213908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:45:28.213908Z digest=sha256:5acb68a6f8000471bee8dabb6fd45ae5383301764a2743799b71526cb0277c23

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=sha256:0a1830ad7af0b3cf4a0d5958ffcbf44aa9080b6fe79a1db467e32b36f8ffcaaa

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=sha256:58be7d3d1e980c4f9086b6d8261dbbe0ec1df2dc7648376a35b88b0261903fe6

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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raw_fallback, observed 2026-08-06T21:45:34.200007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:28.408155Z digest=sha256:94dab91709a3c99fc14a262181ceb72bb05cd169e3f669d94a7ab2ec3a219736

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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raw_fallback, observed 2026-08-06T21:45:34.134412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:28.463419Z digest=sha256:fd9ce911b87a8b1a9098057ae65d2c47caf05ada59d431055f6c29e731147f9d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:28.531880Z digest=sha256:f9bb0ecb5709b0d168b39c9e8abb9fb904a02cdd8df2177e884f42c5e869b8dd

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:28.581298Z digest=sha256:95c594dace99e67ffc7ca209ddd9b10c8d8dcc3e8c3f0fde2027ad1276a4be42

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:45:28.636371Z digest=sha256:a7d86217785c6a19499be5e164fc2a201174e141e977466a5267ceb104690256

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:28.683340Z digest=sha256:999c5095ab2d0d6df8e66a8776447d7f36c9d418d0badd01a3e3bf58a9f32c07

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:45:28.735080Z digest=sha256:a119dfb01676ea46317ff3275f387498040a15cbc5e0a1334f90bb6450bf65d5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:28.799642Z digest=sha256:413b0ef578e66d834eb8e575fabced71ca99f2a1dca364a73af2b8cfd8aee2ec

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:28.869999Z digest=sha256:7f1e344468b0a9ea5311071722920d06bfd4cdf63dc870a32f608830a470a3b5

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:29.030126Z digest=sha256:4033cc553475f7ce2bc14dc4fec834d14b68e52992b2460984fb150f562dffc8

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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raw_fallback, observed 2026-08-06T21:45:33.071698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:29.150677Z digest=sha256:6c4de35c16c8548cdbb217597a431af57d9b17ae283e457fb8544ebb9411b96a

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:29.252274Z digest=sha256:2f5dffde54613317951d2e947f268902334f72b70912aad64988a73b5e927e47

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:29.378635Z digest=sha256:7ce1b5a5ac270daf25fb9dbe795533fc1d75b01b6a9758ad577c352070b91c46

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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raw_fallback, observed 2026-08-06T21:45:32.701243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:29.463305Z digest=sha256:15f75aeccbe004a93821c91605c23ffef222c556caf249b2dcd03e99d9d93e5f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:29.540551Z digest=sha256:a3779e661b3dae10dd8234731f6ce38df8c9cbf1f4b3e6d0d747d3b75acd9cd9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:29.647912Z digest=sha256:258d9b086653f9b9c95702dca1a9feb817cc10b32567b8e30e0f3a6e9a989717

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:29.713734Z digest=sha256:e3b616167ff35c0ab2081ff13e4ea6ce23e287c13dcdf164600183efe629411b

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:ad3fe9eab06046b1894b703e9a7a1f01da0dc2a583b1e729b0ea2364f16e5641

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:29.884682Z digest=sha256:cc4962f36c2ba03494e002722b4eeaacf79efae533564c9c3e267e4e2f90fa68

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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unresolved
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:29.962691Z digest=sha256:27852abd105755d6dd11b87ee4dee66a2034597eb216b0fbf1550bfc98500251

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:30.054459Z digest=sha256:8708dd2ede9e2ee004daa813a64c34ec8d49820f058b068a4e225378033b3558

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T21:45:30.128473Z digest=sha256:2abae812b134549da64d9cbe53b3c9d155324a9828d793d1846783265dfc51db

Pith citing papers

No inbound Pith citation observations are available.