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Paper Citation Record · LEDGER

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation

As of 20 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2508.18933.

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

pith.paper-citation-record.v1
2508.18933 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:10:53.532000Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

50 of 50 outbound references displayed

  • verified exact9
  • verified fuzzy2
  • unresolved39
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3a8977c6-ca16-49e6-a3aa-2b44f4b9c75a · outbound

This paper cites , " * write output.state after.block = add.period write newline.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation , " * write output.state after.block = add.period write newline

Reference 1

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no resolver link, observed 2026-08-05T16:10:53.370762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.370762Z digest=sha256:7b3eb31458b53a4ffbf7b998bd884237df4da5406f633d1878bd24938c99662a

Observation a316e8ea-b54b-4345-b5ed-fcac52b94584 · outbound

This paper cites write newline.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation write newline

Reference 2

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no resolver link, observed 2026-08-05T16:10:53.375622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.375622Z digest=sha256:4911a1a574a279bdd3f777c218a2d58536dc98b12422dd6bf9aaf9c81f0b0e6d

Observation a683d9e3-dd4b-4bb9-a44d-bf7bcf5a1e76 · outbound

This paper cites The Pragmatic Frames of Spurious Correlations in Machine Learning: Interpreting How and Why They Matter.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation The Pragmatic Frames of Spurious Correlations in Machine Learning: Interpreting How and Why They Matter

Reference 3

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verified exact
local_arxiv, observed 2026-08-05T16:10:53.953096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.379961Z digest=sha256:49bcfde7fc197da6fa92da02d3ccefc757e04b9fc94a3f70fddfef783a2017f7

Observation 84c6da5b-206b-4608-8065-bf7ae48ed675 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 4

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raw_fallback, observed 2026-08-05T16:10:54.146140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.383092Z digest=sha256:8957ad3455d4ab1868c8767e2ace87cb922a9c01b4eead868effe2f2d016517b

Observation 1a0b1159-679b-4773-931b-c05b1404ff63 · outbound

This paper cites DiverseVul: A New Vulnerable Source Code Dataset for Deep Learning Based Vulnerability Detection.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation DiverseVul: A New Vulnerable Source Code Dataset for Deep Learning Based Vulnerability Detection

Reference 5

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no resolver link, observed 2026-08-05T16:10:53.386189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.386189Z digest=sha256:4be9a7d94d40b811955c86a4e869539907a62326948a1acbf22f1eae07de6436

Observation bccaa0bd-88d0-4f51-bcac-50096fa6acd8 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 6

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raw_fallback, observed 2026-08-05T16:10:54.137527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.389162Z digest=sha256:6a556cd933e58ddefa3205f56ca6ffea92fbb41bdfcaef54e8d6cf71e921305f

Observation 74ea0d1f-fbb1-4f80-ab02-e72adb708808 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 7

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raw_fallback, observed 2026-08-05T16:10:54.129064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.392228Z digest=sha256:2e0be770b55745a8f26c688f67501d021cd665cbbb94637bac76a87be99363f6

Observation c160e3ea-7fde-4a5c-bac1-f133bd45b41d · outbound

This paper cites Data Quality for Software Vulnerability Datasets.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Data Quality for Software Vulnerability Datasets

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:10:53.934459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.395515Z digest=sha256:f3e19214c7886335b6ce962d37603941a42d98f84c12104691172be7fb36b799

Observation f9a70c81-8523-4fc9-8854-1b73f417bfdc · outbound

This paper cites VulScribeR: Exploring RAG-based Vulnerability Augmentation with LLMs.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation VulScribeR: Exploring RAG-based Vulnerability Augmentation with LLMs

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.400130Z digest=sha256:1f2f06adbfdd21069e6b446e9722a0b7f886393ae128c56d02758e522b20adb1

Observation 8f2c6c52-170d-4f0f-bb23-015e70f992a2 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-05T16:10:53.403161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.403161Z digest=sha256:27b8fb3030449e1bab3afe42812794304caf4c30645a59d401fa510d5b37c51a

Observation ee38fb9f-751a-4f48-b6fc-34c5fac89597 · outbound

This paper cites Vulnerability Detection with Code Language Models: How Far Are We?.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Vulnerability Detection with Code Language Models: How Far Are We?

Reference 11

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no resolver link, observed 2026-08-05T16:10:53.405897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.405897Z digest=sha256:c7a8dc47ed10ed9b28055d75b98c9e7bc8b31ace3f26806aa4b0f38944595539

Observation f805a97b-9dca-4411-9d0d-d99d96d4f070 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 12

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raw_fallback, observed 2026-08-05T16:10:54.115136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.408689Z digest=sha256:c75db668c8070de9db38ac66d317996d9b7ec88a9983f684331f777fead4418d

Observation 11e16792-a26f-4069-8fab-b32058beec2f · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 13

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raw_fallback, observed 2026-08-05T16:10:54.105181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.411749Z digest=sha256:380d24aa8f0a422876f95e88259f1c8ec06f7a0b8ec3ae5b5b351499c61e0b7b

Observation 370f0ddf-24f0-49c3-b6bf-17863608a426 · outbound

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

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 14

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no resolver link, observed 2026-08-05T16:10:53.414668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.414668Z digest=sha256:041b557b751d74020b59b947819ee940d2f091a7f4e7f2ab5fd2ced9d694fa24

Observation 9e0b80ac-8f42-4491-9f1a-082233026f9b · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 15

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raw_fallback, observed 2026-08-05T16:10:54.095946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.419100Z digest=sha256:6f72947407efa556dd203e63563ffaf54728b03d54c786ed715ea007919faf2d

Observation a731d825-6739-443a-9774-231c1f4d7a60 · outbound

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

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation GraphCodeBERT: Pre-training Code Representations with Data Flow

Reference 16

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no resolver link, observed 2026-08-05T16:10:53.422158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.422158Z digest=sha256:df4aa0c40c31b74b069994623e9679084fb92e48434b2507a599e1568dfa9fef

Observation 38a5be15-fdeb-4425-ac8c-765b674068ff · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 17

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raw_fallback, observed 2026-08-05T16:10:54.088054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.425906Z digest=sha256:19f8c3ffa43fb5e6f50c5982d142deb14545ab7afa68ee88e9468465c3901dcc

Observation 948fd76d-ff4e-4c00-b2c3-cb216166cf3c · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 18

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raw_fallback, observed 2026-08-05T16:10:54.080677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.428651Z digest=sha256:3ce85bdb863e47ba18d74f5e943306f04f9a72e1c5623c13bddac7bcff97924c

Observation 76636775-b8b5-458c-a084-38806175f71c · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 19

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verified exact
raw_fallback, observed 2026-08-05T16:10:53.890928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.431716Z digest=sha256:63be3c95f1e6264fe060edbb4a1bc65629f1390dbd942cf3b4cf4a685a36d0b2

Observation b88cc767-d72c-4800-8ea7-71dd5c206ff2 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.434156Z digest=sha256:aca534a8a949bc177ac91ce0cdefd02f84dd078e8990ea97b01c6578b5fd7ec1

Observation b62c1f57-9f2f-4ff5-85f4-19ef5cb8d705 · outbound

This paper cites Illuminati: Towards Explaining Graph Neural Networks for Cybersecurity Analysis.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Illuminati: Towards Explaining Graph Neural Networks for Cybersecurity Analysis

Reference 21

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verified exact
local_arxiv, observed 2026-08-05T16:10:53.821152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.437577Z digest=sha256:ab9cc0e0e2578e58aa08bfbcc391547b3e4211199de902424817f79381011366

Observation 60b5a9d8-a6cd-458d-ade2-0473b9838930 · outbound

This paper cites Simple data balancing achieves competitive worst-group-accuracy.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Simple data balancing achieves competitive worst-group-accuracy

Reference 22

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no resolver link, observed 2026-08-05T16:10:53.441291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.441291Z digest=sha256:b59ab33208516b938bceb7a3f958cf68f06f96c4ae6b1ffaf7185b8c1eb09481

Observation 96cf53ad-e799-4d2d-9c7e-bdf0a2ac9852 · outbound

This paper cites Learning the Difference that Makes a Difference with Counterfactually-Augmented Data.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Learning the Difference that Makes a Difference with Counterfactually-Augmented Data

Reference 23

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no resolver link, observed 2026-08-05T16:10:53.443978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.443978Z digest=sha256:722ff72b001e9322cbfefa08e25d2cec83e8674ba41ce72f7088606998924ea6

Observation babe9f45-4bbe-49e8-aaff-7efbac33bf50 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 24

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raw_fallback, observed 2026-08-05T16:10:54.064213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.447553Z digest=sha256:06816ea3d26ac75047b08e35acb6a69b35fc903b70ab38da148c40f5ecfa9eb9

Observation 8d9f04f0-cf9b-4a3b-a5ed-db320ea9c7e3 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 25

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raw_fallback, observed 2026-08-05T16:10:54.056374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.451137Z digest=sha256:c234ee703942b3c1a74a99177c3e4bb40bf98481c919638924d5413abd530a0e

Observation aa4da4ab-07d4-4bb9-a403-1c41905bc4e9 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 26

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raw_fallback, observed 2026-08-05T16:10:54.048513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.453798Z digest=sha256:9dc9629a19f6d6d7a0454e98898f97fbccd5462ad13221f40b149b396ca5cf9b

Observation ae789b98-f350-4da3-885e-b0d6035e35d0 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 27

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raw_fallback, observed 2026-08-05T16:10:54.039835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.457515Z digest=sha256:eff070c0100df687badedefb23c628727e39dd0401cb51c4be440aa47112a2ae

Observation 1b65c021-e1e2-4326-847c-8616a2370065 · outbound

This paper cites Enhancing Code Vulnerability Detection via Vulnerability-Preserving Data Augmentation.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Enhancing Code Vulnerability Detection via Vulnerability-Preserving Data Augmentation

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:10:53.797815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.461431Z digest=sha256:c18b1328a9a1216accbd8be5e9f3fd7a3f8eb48d11b625a125e99dfc128f396b

Observation 4245e734-664e-47e3-bc5e-f07ea0c32fe2 · outbound

This paper cites A Unified Approach to Interpreting Model Predictions.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation A Unified Approach to Interpreting Model Predictions

Reference 29

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no resolver link, observed 2026-08-05T16:10:53.464305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.464305Z digest=sha256:14c19c6dbe38d8e5c1a67dc754384fc8f7dfae8e578a6cb8ccb166f988bd2b13

Observation 692efa59-3fa6-4b19-9ad0-cac2c34f5a2f · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 30

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raw_fallback, observed 2026-08-05T16:10:54.032874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.468583Z digest=sha256:a8c01595ef1a3c452dc5ef3d01f91a80dc8a202b132d181900672a8fdcf365cf

Observation 49346fcf-3cc4-4e4c-b990-d6b83a161eaf · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 31

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raw_fallback, observed 2026-08-05T16:10:54.023549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.471796Z digest=sha256:c2f1fce5e2bed820712fe266b0042467c43f76a42ec65e4277f010f052217dd9

Observation 402e9b95-a9e6-499c-9240-7dfe04f410b8 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 32

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raw_fallback, observed 2026-08-05T16:10:54.014966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.475581Z digest=sha256:a79b96266ab6434b769eb85b00a434e7978cdc28db822ac17356b58217ba1c5c

Observation 2427d3cc-6846-4303-b8af-967edfe91fdf · outbound

This paper cites "Why Should I Trust You?": Explaining the Predictions of Any Classifier.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation "Why Should I Trust You?": Explaining the Predictions of Any Classifier

Reference 33

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unresolved
no resolver link, observed 2026-08-05T16:10:53.478208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.478208Z digest=sha256:4e1761e78ebfd50a4e6542ae1ac2afdb4aac693be7bf4cb6231cc25961af0a8c

Observation 53baf3e3-4a81-448c-9372-6fd3d66ab707 · outbound

This paper cites Explaining NLP Models via Minimal Contrastive Editing (MiCE).

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Explaining NLP Models via Minimal Contrastive Editing (MiCE)

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:10:53.771322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.481029Z digest=sha256:8b4b6793161dc498fd22f7e5b11ff0681579f9cc7976c3c6be5166d5b714379b

Observation b45574fa-0cd9-4153-9f70-4486d66cc0d4 · outbound

This paper cites C.; Hagenbuchner, M.; and Monfardini, G.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation C.; Hagenbuchner, M.; and Monfardini, G

Reference 35

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raw_fallback, observed 2026-08-05T16:10:54.006941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.483679Z digest=sha256:d5a44fcd01442c3693c5f1bde62ef2985a1101ae9fedb3313941bed4a89da240

Observation 201f6975-2e3a-4c41-95ca-cb4ccef8629f · outbound

This paper cites K.; Mishra, J.; Singh, A.; Govil, R.; Srivastava, G.; and Lin, J.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation K.; Mishra, J.; Singh, A.; Govil, R.; Srivastava, G.; and Lin, J

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T16:10:53.996620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e6213819-d222-43c7-a8ee-3c696f88fe6a · outbound

This paper cites Navigating Shortcuts, Spurious Correlations, and Confounders: From Origins via Detection to Mitigation.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Navigating Shortcuts, Spurious Correlations, and Confounders: From Origins via Detection to Mitigation

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-05T16:10:53.488706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.488706Z digest=sha256:b00815e63eafad65779012683bf38d9089d2fad1f6c67252e171c9ea29ef8027

Observation cc30ee74-bb41-4463-a257-f02515384ed1 · outbound

This paper cites Code Vulnerability Detection: A Comparative Analysis of Emerging Large Language Models.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Code Vulnerability Detection: A Comparative Analysis of Emerging Large Language Models

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:10:53.749059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 9a7d2954-f6d8-47cb-8920-ccb39a6de0e3 · outbound

This paper cites Solving the Class Imbalance Problem Using a Counterfactual Method for Data Augmentation.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Solving the Class Imbalance Problem Using a Counterfactual Method for Data Augmentation

Reference 39

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:10:53.736635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.494619Z digest=sha256:a4c0fe6bb7372717a6d8fb20eb9f62caffd3cf783eb515619f0520366193a3e4

Observation 2a76f9a2-41dd-442e-953a-570b7740f446 · outbound

This paper cites Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-05T16:10:53.498457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.498457Z digest=sha256:c6f4908c4f166480f2c8dc93fb30415788a14ceeb2eabbd7eb051b8b0643680d

Observation ca3d2d52-e734-4328-b106-bb31e1e148af · outbound

This paper cites PGM-Explainer: Probabilistic Graphical Model Explanations for Graph Neural Networks.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation PGM-Explainer: Probabilistic Graphical Model Explanations for Graph Neural Networks

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-05T16:10:53.501544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.501544Z digest=sha256:ac1242084bcb2b5bc2b0027694a99cdcdec4fd7c259fa98ca3e3117d3f35dcff

Observation 44fcd51c-aa7e-4435-a22a-82551961c53a · outbound

This paper cites Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T16:10:53.504304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.504304Z digest=sha256:4fb465a7772624c27186ddc742494ee4c8f5d98614bc6ba8d946224489c149d6

Observation cf0f4e61-5ce2-4bbd-a6fd-e6e1beffcd18 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:10:53.987876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.507390Z digest=sha256:bb7a99bd7e7a9c63f9009cac28c1534a3f34b97f48f5b23f7526b0944bd70408

Observation 88891c36-756d-4722-88b6-43c2d9f93ff3 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:10:53.978776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.510237Z digest=sha256:cb84b08a9fc85407fb18abd7d2df36deec701afdbb5b5cfb0d3228a02175d760

Observation 54fba79a-5fa5-4d99-922f-4e363d1e764e · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:10:53.970697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.513330Z digest=sha256:02bb4fc1285b5e44894b4b9b9dcf6eb8e7b06dc96f946f07f15c235ad5ce85db

Observation 9a04b6d8-651d-4d8a-afc6-92be773bcf71 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-05T16:10:53.516789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.516789Z digest=sha256:f131912466a7a782c0158e25a3e402e5e3238ac905f9ae5305b3353d2c3c143d

Observation a4d7ab5d-d203-4476-8db0-6a65a7694ef1 · outbound

This paper cites an unresolved cited work.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T16:10:53.962286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.520508Z digest=sha256:e96a27ba62264b399e57f3adfbc63e4ade5d540f5ae6538430c8307d84524965

Observation 9c98fb97-15f3-4415-8d59-3ceb14448b34 · outbound

This paper cites Large Language Model for Vulnerability Detection: Emerging Results and Future Directions.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Large Language Model for Vulnerability Detection: Emerging Results and Future Directions

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-05T16:10:53.524187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.524187Z digest=sha256:b10692789a729b1bc9a58d917456372a33707c4422854ba9f28ff940accbc5cd

Observation 9bc9d358-d3ad-4345-b729-e2e01132dd3d · outbound

This paper cites Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-05T16:10:53.528396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T16:10:53.528396Z digest=sha256:2806a151588e992d3e9c6dfb8aec59056c593a774200ba8e4fc3da328a532185

Observation d003edb4-5034-49e9-a626-28d8f17767d9 · outbound

This paper cites Security Vulnerability Detection Using Deep Learning Natural Language Processing.

VISION: Robust and Interpretable Code Vulnerability Detection Leveraging Counterfactual Augmentation Security Vulnerability Detection Using Deep Learning Natural Language Processing

Reference 50

Resolution
verified exact
local_arxiv, observed 2026-08-05T16:10:53.559899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-05T16:10:53.532000Z digest=sha256:b0b19e6ecc906e16f8dc061c97db33ae70d0a61a85fd9ee753eda122617e8ff6

Pith citing papers

No inbound Pith citation observations are available.