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Paper Citation Record · LEDGER

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective

As of 8 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2507.09529.

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

pith.paper-citation-record.v1
2507.09529 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:58:46.643924Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

62 of 62 outbound references displayed

  • verified exact1
  • verified fuzzy50
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 08e18087-95f3-4a05-8ea8-70350b788e23 · outbound

This paper cites Common Vulnerabilities and Exposures (CVE),.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Common Vulnerabilities and Exposures (CVE),

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:59.661402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:39.482811Z digest=sha256:611754ae4b2c51b3e6ea0d3a75ed9629b4d2853b76cd174b3d0039b289a4e4a2

Observation 088c2f76-6b2c-452c-85fc-37eeaed03937 · outbound

This paper cites Large scale characterization of software vulnerability life cycles,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Large scale characterization of software vulnerability life cycles,

Reference 2

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raw_fallback, observed 2026-08-06T17:58:59.519387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:39.565350Z digest=sha256:62d1da1df64d93b0d535c13e29df8e1ad069dd54c2f35349e57fea2757d2c1b1

Observation 35e2b83b-b26d-4c1f-81d4-add7b2af70ea · outbound

This paper cites Savi: Static-analysis vulnerability indicator,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Savi: Static-analysis vulnerability indicator,

Reference 3

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raw_fallback, observed 2026-08-06T17:58:59.447445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:39.676382Z digest=sha256:9537d6052bce0d94c2edd02710d2021ebbf9f9c8b5ac43c46fa4ae1170b74878

Observation 8b56fd36-dd08-45c4-b47a-fe8739cedfcf · outbound

This paper cites Static analysis for security,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Static analysis for security,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-06T17:58:59.336406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:39.789121Z digest=sha256:0d4c657d2ebcb5ad1df4eac2e44a2d9ece53035a77555acc4c4b142bfaf1ddc5

Observation 37c6cc9f-3c8a-47b4-a77e-f526a6a99dec · outbound

This paper cites Klee: unassisted and automatic generation of high-coverage tests for complex systems programs.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Klee: unassisted and automatic generation of high-coverage tests for complex systems programs

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-06T17:58:59.222998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:39.968398Z digest=sha256:0d6df5a31f2491292c96af005d80b0db25a2a2f040318881210ebd24b8c9c025

Observation 320ca138-4900-42f3-9c29-b8c1e00a4332 · outbound

This paper cites Arbiter: Bridging the static and dynamic divide in vulnerability discovery on binary programs,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Arbiter: Bridging the static and dynamic divide in vulnerability discovery on binary programs,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:59.110534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:40.133114Z digest=sha256:40a1a741744f84442b1b71594406d00a3ef212bf8136c49387b0d17996f28ec7

Observation 7ad84a16-b343-4de1-a993-2252f8203415 · outbound

This paper cites The concept of dynamic analysis,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective The concept of dynamic analysis,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:58.863732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:40.240623Z digest=sha256:598ab56c8f686952264d49233197edf8f1bd45711534b18884ec98038a7ef9eb

Observation 71125f86-cbf6-4f60-ad57-60dfcad1487f · outbound

This paper cites Combining static analysis error traces with dynamic symbolic execution (experi- ence paper),.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Combining static analysis error traces with dynamic symbolic execution (experi- ence paper),

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:58.669926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:40.359542Z digest=sha256:30e7dfa418448f95546c2e92e79e649541aa301b8b00d909b78d112a58ba7e33

Observation b0b2fd0f-5356-4001-8e29-e0309d0ade20 · outbound

This paper cites Software vulner- ability detection using deep neural networks: a survey,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Software vulner- ability detection using deep neural networks: a survey,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:58.540861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:40.505692Z digest=sha256:7b33b900989ca255f1c6b636f9b598123cdab047713be4946f538fce455cd3cd

Observation 707a5a03-8268-4da5-bb71-c59fb471e52a · outbound

This paper cites Deep semantic feature learning for software defect prediction,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Deep semantic feature learning for software defect prediction,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:58.232803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:40.633253Z digest=sha256:c78bd36a9f593c7260d9780adac14d38a3a5deb6d826e1d979efef0d57b37afc

Observation e034e583-87a8-470a-b876-62bdccc2306a · outbound

This paper cites Scale: Construct- ing structured natural language comment trees for software vulnerability detection,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Scale: Construct- ing structured natural language comment trees for software vulnerability detection,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:57.927387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:40.729625Z digest=sha256:92936eafbfc832e63331c11736cb89c1286cb8e93b3442447d347e3858c126a0

Observation 1e47aa0e-a104-42c8-b1f1-20d6e45a9317 · outbound

This paper cites Multitask-based evaluation of open- source llm on software vulnerability,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Multitask-based evaluation of open- source llm on software vulnerability,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:57.685003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:40.863153Z digest=sha256:ad16ff4692c7974352475b3b6a4453f57ca96a1d69be5b3300ec25b677f924be

Observation 8bf1ce84-98fa-4ffb-9036-6ab86c36ceff · outbound

This paper cites Revisiting the performance of deep learning-based vulner- ability detection on realistic datasets,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Revisiting the performance of deep learning-based vulner- ability detection on realistic datasets,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:57.445680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:41.004076Z digest=sha256:926f6d4868cfced99260855f29a72d77c611d829e646f064c511f05ece56f5a1

Observation a3b9825a-1cbc-4cb3-acc7-b1caaa3cea2a · outbound

This paper cites Common Weakness Enumeration (CWE),.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Common Weakness Enumeration (CWE),

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:57.060016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:41.123748Z digest=sha256:32b084ce5a0d85df98c5262fb95b00cd1c9111aaa8f0d904ceb203507b51f22b

Observation 1327c040-a063-4109-9e44-d3bd0d5984cc · outbound

This paper cites An empirical study of deep learning models for vulnerability detection,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective An empirical study of deep learning models for vulnerability detection,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:56.766147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:41.240977Z digest=sha256:33736725918fc59277849e822405e502f2b8a94744390ba8987aefa031c24681

Observation da271039-6754-4f29-b4a6-292bca1008dc · outbound

This paper cites Fine-grained commit-level vulnerability type prediction by cwe tree structure,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Fine-grained commit-level vulnerability type prediction by cwe tree structure,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:56.477891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:41.404626Z digest=sha256:586aa19c0031224f5593d3d474ae2a99f1db3ad4528ae667a534fc963ea8b8a1

Observation 8303951e-cea7-4be9-b349-218c28df02ee · outbound

This paper cites Vultegra home,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vultegra home,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:56.173644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:41.561227Z digest=sha256:7af98b3d5407df9bed3219c5f742ef7a2ad08ca1d5b89714071ec9a6f2c6cd51

Observation ac1ced3b-c8c7-412e-a005-845ab1d09d89 · outbound

This paper cites Combining graph-based learning with automated data collection for code vulnerability detection,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Combining graph-based learning with automated data collection for code vulnerability detection,

Reference 18

Resolution
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raw_fallback, observed 2026-08-06T17:58:55.877444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:41.704126Z digest=sha256:42d97a46a7a0c03db99278d601cff4ec5178fa167b82bd463c3bd01c6572649c

Observation e0e56caa-03c3-41c0-8e8b-633bcc0bff84 · outbound

This paper cites Vuldeelocator: a deep learning-based fine-grained vulnerability detector,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vuldeelocator: a deep learning-based fine-grained vulnerability detector,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:55.615924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:41.857914Z digest=sha256:0cc8ef52761bc12cb45bad2a7295b7b936c1506c5012f1736938202ef4e3aee0

Observation 4fa8b656-cdf1-48e1-b8b2-160fcf931de8 · outbound

This paper cites Vulnerability detection with fine- grained interpretations,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vulnerability detection with fine- grained interpretations,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:55.345472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:41.962259Z digest=sha256:d2f64857db67743d14d7acf50bdb2abdba8eb44a5233c00941cab188e3929aa6

Observation a0afd88c-ff90-4b62-af51-7a43d0491944 · outbound

This paper cites Cvefixes: automated collec- tion of vulnerabilities and their fixes from open-source software,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Cvefixes: automated collec- tion of vulnerabilities and their fixes from open-source software,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:55.049282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:42.086837Z digest=sha256:dd5b0ece838c24ba3840af4806322784f762538e88725ac9127132c0f18564a2

Observation 6ecfd843-393f-4126-ac45-38b936eb74f5 · outbound

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

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:42.197027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:42.197027Z digest=sha256:abd4c7d487222a8e1b52444270b6a2b0e081d4c9951544861ae8979fe7267d3f

Observation d6eee8e1-31b2-493a-b5da-b41f022a4734 · outbound

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

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective GraphCodeBERT: Pre-training Code Representations with Data Flow

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:42.303641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:42.303641Z digest=sha256:cf43338f0d654597add87c731b736dbf39f8a0a18c70df2e97574c27a9a10e4c

Observation 07e9bdab-f118-477e-96f7-bb9d730e575c · outbound

This paper cites UniXcoder: Unified Cross-Modal Pre-training for Code Representation.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective UniXcoder: Unified Cross-Modal Pre-training for Code Representation

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:42.386001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:42.386001Z digest=sha256:30a7a1e001295e40890f0e9fab1c13847ee93dfc954e9d2cbde569a1a12dda19

Observation 43e11b7b-1c3c-485f-ae6d-b889bb8c81b0 · outbound

This paper cites From Generalist to Specialist: Exploring CWE-Specific Vulnerability Detection.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective From Generalist to Specialist: Exploring CWE-Specific Vulnerability Detection

Reference 25

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local_arxiv, observed 2026-08-06T17:58:47.043571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:42.501022Z digest=sha256:131f2ab39bae9db2f03f02d97a873bd57b0010997eab6909fc41562f251347c1

Observation 1354c1fa-7de9-40b8-b40e-1552201d03d2 · outbound

This paper cites Sysevr: A framework for using deep learning to detect software vulnerabilities,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Sysevr: A framework for using deep learning to detect software vulnerabilities,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:54.791943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:42.621701Z digest=sha256:cd11d7147ea9ab3db90c4d05a7e5e91cf227e74bddde0ccbd96a0b71f2528c17

Observation 6b0f9fe0-6736-4941-a176-37d02c9b849d · outbound

This paper cites Deepwukong: Statically detecting software vulnerabilities using deep graph neural network,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Deepwukong: Statically detecting software vulnerabilities using deep graph neural network,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:54.498927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:42.743519Z digest=sha256:c387b1e28a2f806b4814cda905af9353f07e3cd42a514e8228038b62452cadaa

Observation 61c05645-07b9-4fd5-aab1-b2334390177e · outbound

This paper cites Vulcnn: An image-inspired scalable vulnerability detection system,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vulcnn: An image-inspired scalable vulnerability detection system,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:54.212195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:42.854803Z digest=sha256:def0111f54f826e9aea21985b45e726f4946ce4f95441c74be9d37471fe8a439

Observation e06f2861-e15f-4384-811b-4fb4fe1a9af7 · outbound

This paper cites Linevul: A transformer-based line- level vulnerability prediction,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Linevul: A transformer-based line- level vulnerability prediction,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:42.987161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:42.987161Z digest=sha256:fbfde94f42c024cb31015f1daf2484dff2eedc4be5f698d818f9331d66be7146

Observation c3c7ba3a-b1d4-4dd1-983c-ad29231a4a77 · outbound

This paper cites When less is enough: Positive and unlabeled learning model for vulnerability detec- tion,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective When less is enough: Positive and unlabeled learning model for vulnerability detec- tion,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:53.975683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:43.149668Z digest=sha256:4e92424a22fa3c0f45af390266f5a93d4a2b3f0bc9df98be8e1662d40473b238

Observation b368b0fe-ba11-469e-90c3-a2bc1cf5da4a · outbound

This paper cites Pre-training by predicting program dependencies for vulnerability analysis tasks,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Pre-training by predicting program dependencies for vulnerability analysis tasks,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:53.718184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:43.348600Z digest=sha256:e33055e9c5f291f3accdd6821ec7d9a7696276fcb4b4ff9b5bc6a2989e823603

Observation d4bec5a7-8974-427c-995a-5b0096bc2827 · outbound

This paper cites Vgx: Large-scale sample generation for boosting learning-based software vul- nerability analyses,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vgx: Large-scale sample generation for boosting learning-based software vul- nerability analyses,

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:43.476057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:43.476057Z digest=sha256:06b68cbe6234520ecd1d94fca915fad183ea4f4e8d1ef71d2785660f95cc041e

Observation a0cb4a4f-41f1-4e74-9364-e88a16ef09e7 · outbound

This paper cites Vulnerability detection via multiple-graph-based code representation,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vulnerability detection via multiple-graph-based code representation,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:53.481850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:43.594694Z digest=sha256:304dc8f4ab2e69b54e8188388d8a1008eb59236814ee46ebc5249544352a7cdd

Observation 38ee18b8-6b56-413f-8e5a-4649b391a14b · outbound

This paper cites VulEval: Towards Repository-Level Evaluation of Software Vulnerability Detection.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective VulEval: Towards Repository-Level Evaluation of Software Vulnerability Detection

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:43.707722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:43.707722Z digest=sha256:00cfd9ac427ff9285238af1a8f2710268becdd0a25d9aa2cd5ae2088e0d02bd7

Observation eee76a07-de41-4c82-8d86-af8b0255a393 · outbound

This paper cites Does data sampling improve deep learning-based vulnerability detection? yeas! and nays!.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Does data sampling improve deep learning-based vulnerability detection? yeas! and nays!

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:53.249589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:43.814311Z digest=sha256:4247752c2eefe3c243fa445d1f3a40f20147131157ace28993748bce64e4973c

Observation bd462ba2-4f3f-4920-9628-36ac23997230 · outbound

This paper cites Interpreters for gnn-based vulnerability detection: Are we there yet?.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Interpreters for gnn-based vulnerability detection: Are we there yet?

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:52.963586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:43.920504Z digest=sha256:7f81bbce0fc98ba8664805a7ad54360504e9ed529709f6ba73b69a7686b91b9d

Observation 04465896-d0ad-4325-b1c7-b1d84d5ac35f · outbound

This paper cites Path-sensitive code embedding via contrastive learning for software vulnerability detection,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Path-sensitive code embedding via contrastive learning for software vulnerability detection,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:52.683703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:44.054520Z digest=sha256:c18143e615236ab3db52cf43f1b58d40a47e97f92127f238f9b1a36a0f607e4b

Observation cd1f659c-44b0-4567-a3a0-3b786466da09 · outbound

This paper cites National Vul- nerability Database (NVD),.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective National Vul- nerability Database (NVD),

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:52.390260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:44.184022Z digest=sha256:994335b25ec5476eb8d1a57efef722bda5431ccbc9a34ca9a1d3ea48af8b4ddd

Observation 314c5d94-4d30-4f07-b13a-bc0e7a32e95e · outbound

This paper cites Devign: Effective vul- nerability identification by learning comprehensive program semantics via graph neural networks,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Devign: Effective vul- nerability identification by learning comprehensive program semantics via graph neural networks,

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:44.343400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:44.343400Z digest=sha256:72e2e72a7228712565c1679098ab0b748bd28fc46c6705b1fee540fa59336258

Observation 9e7ba09a-0f2e-454c-9ca0-261344832265 · outbound

This paper cites Deep learning based vulnerability detection: Are we there yet?.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Deep learning based vulnerability detection: Are we there yet?

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:44.473570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:44.473570Z digest=sha256:1d66cbbbd8b549935337180596fb1c8bc1b2d7e18e33393eb153602f24676bf0

Observation 02890b1d-c3af-4579-b35b-91019342b435 · outbound

This paper cites Ac/c++ code vulnerability dataset with code changes and cve summaries,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Ac/c++ code vulnerability dataset with code changes and cve summaries,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:52.101500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:44.619906Z digest=sha256:69a90fcdfb6135ffe1cdbeb2bbca922b14fdeecdcf42f63a717a3b838184b9de

Observation 27f32b41-f064-471a-95d3-ea32ca26d2d0 · outbound

This paper cites SARD Dataset,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective SARD Dataset,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:51.817828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:44.777981Z digest=sha256:ce2ed61276fdb1c6d29d88f723846a65568f62ed88ec29d862c2364bab3dc663

Observation cb5e3aa2-0f20-48dc-81b8-e6badd443877 · outbound

This paper cites CWE TOP 25,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective CWE TOP 25,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:51.558786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:44.835986Z digest=sha256:96a09eb1a9336e0d61e2cdc3e97edf1e4ccf5cea021b891b465e2d414ab7e49c

Observation bacc3490-d1fe-42c7-9a0b-e4eb2cf9401d · outbound

This paper cites Cppcheck,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Cppcheck,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:51.343790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:44.894986Z digest=sha256:7e57a049fe24a640f02596316a310ef39c910de039ad1291ee8778c81855d869

Observation 9e19b43c-5cc0-4622-a36e-197b8cf60502 · outbound

This paper cites SonarQube - Continuous Code Quality,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective SonarQube - Continuous Code Quality,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:51.061350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:44.962182Z digest=sha256:c8f0ec8ddb09530511ea65cdafc91ec069c403d0946dfaccb8d3de56cfbfde0c

Observation 4ce977f1-51de-4dd8-a963-8815ba3d3bcc · outbound

This paper cites OW ASP Dependency Check,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective OW ASP Dependency Check,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:50.836470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:45.025565Z digest=sha256:2b06e38e8a307e029dce11079a65a43b17475d599e9529f811836af899576f96

Observation cdfb2d73-8a09-412a-bef7-c9e8fdb4b96f · outbound

This paper cites A large-scale study of usability criteria addressed by static analysis tools,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective A large-scale study of usability criteria addressed by static analysis tools,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:50.634779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:45.135814Z digest=sha256:1b86f64b5e8ec4d1bd016ee89bb373fd4af0c7564e181730b5063ab22d03f026

Observation 70037d46-951d-4f6e-b5bc-69cc698b8d9e · outbound

This paper cites ” false negative-that one is going to kill you.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective ” false negative-that one is going to kill you

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:45.227846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:45.227846Z digest=sha256:e83482896d112dbb6f7963a844133d7174baff38e369bbad6daca931a323a451

Observation 304947b6-c5bc-4718-b194-a86678157d8e · outbound

This paper cites An empirical study on the effectiveness of static c code analyzers for vulnerability detection,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective An empirical study on the effectiveness of static c code analyzers for vulnerability detection,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:50.384284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:45.303972Z digest=sha256:a148cd6de33f4378076b662a907922e9ec8a0554808623bc2a1687bc6d829cdf

Observation e0bccd84-936d-47ba-83c7-90f913e17cd8 · outbound

This paper cites Mvd: memory- related vulnerability detection based on flow-sensitive graph neural networks,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Mvd: memory- related vulnerability detection based on flow-sensitive graph neural networks,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:50.111093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:45.376925Z digest=sha256:755476152d08042b4d5244f3abe74c3cec804b367bce181b27b2d6fc45bfa634

Observation 22ee6a60-3525-4003-b9a8-23ed6a245a0b · outbound

This paper cites {MVP}: Detecting vulnerabilities using {Patch-Enhanced} vulnerability signatures,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective {MVP}: Detecting vulnerabilities using {Patch-Enhanced} vulnerability signatures,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:49.859133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:45.473159Z digest=sha256:888c3a27021a11c28ef0b40655e214e382a9238bdbe857e6e16d02331d4e9e27

Observation 020a6a0e-f4e6-43ff-a88d-c91979df5a06 · outbound

This paper cites µ vuldeepecker: A deep learning-based system for multiclass vulnerability detection,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective µ vuldeepecker: A deep learning-based system for multiclass vulnerability detection,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:49.615576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:45.548807Z digest=sha256:43dc41708ca40bdfb52fbc1568d424548f132346e3e3486239a299b4793abe68

Observation cacb6519-73dd-4a92-8496-0bc22892a4a1 · outbound

This paper cites Regvd: Revisiting graph neural networks for vulnerability detection,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Regvd: Revisiting graph neural networks for vulnerability detection,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:49.341033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:45.638142Z digest=sha256:df5e0eb8c7468e18e2a047db263434eb083485b9368898eae29e25c95a28d68a

Observation 5d671eed-c79a-4a55-ab78-d845927df362 · outbound

This paper cites Deepvd: Toward class-separation features for neural network vulnera- bility detection,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Deepvd: Toward class-separation features for neural network vulnera- bility detection,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:49.044135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:45.709652Z digest=sha256:9e3408966277ec63f453f4d8631c84ec35b7d0d98c95f3786ec5277b75d6e868

Observation ef0ed648-87e0-4e35-8bc5-7550f814bc98 · outbound

This paper cites Learning to detect memory-related vulnerabilities,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Learning to detect memory-related vulnerabilities,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:48.786501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:45.801724Z digest=sha256:2793e35cff51f0bb3a3736f7d7ed79a663db4cf4b12870833ebf213f4e18f081

Observation 7daaf948-4c1a-4621-8852-63ff59b80465 · outbound

This paper cites Learning program semantics for vulnerability detection via vulnerability-specific inter-procedural slicing,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Learning program semantics for vulnerability detection via vulnerability-specific inter-procedural slicing,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:48.491990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:45.918618Z digest=sha256:df2f92b38fffcad6b12da63d0f1da879f2fd268395d4327bfba18318542bd8e5

Observation ea284ddb-9cf2-4a3a-b80c-2c89c209b8a2 · outbound

This paper cites Unified Pre-training for Program Understanding and Generation.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Unified Pre-training for Program Understanding and Generation

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:45.995584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:45.995584Z digest=sha256:265c2cb218d81c24eee66d981843283b59ee4e94ad4c98def243de8977e58d91

Observation 5d19129c-46f8-4352-9ed7-1eb754c8cb12 · outbound

This paper cites Stagedvulbert: Multi-granular vulnerability detection with a novel pre-trained code model,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Stagedvulbert: Multi-granular vulnerability detection with a novel pre-trained code model,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:48.226101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:46.060030Z digest=sha256:686d5dd346696492831a2663733408f2dd51cadd15b1028697f986a6fa349860

Observation 05af6ebe-5751-425c-8648-243e7d31ef42 · outbound

This paper cites Vulnerability detection by learning from syntax-based execution paths of code,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vulnerability detection by learning from syntax-based execution paths of code,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:47.915896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:46.199053Z digest=sha256:698a315de852847356de7b86308ade4892f48dc05f7f0e4de620603064a75359

Observation 3eba387e-241e-44a5-b118-152f9399ec0a · outbound

This paper cites Combining structured static code information and dynamic symbolic traces for software vulnerability prediction,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Combining structured static code information and dynamic symbolic traces for software vulnerability prediction,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:47.634203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:46.308624Z digest=sha256:a6738170a62477ccfe54520b82848742cb571e6b8ef1cd19dab46bcf90b49cb9

Observation ff57edee-4089-4136-96e1-dc95040a015e · outbound

This paper cites Diversevul: A new vulnerable source code dataset for deep learning based vulnerability detection,.

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Diversevul: A new vulnerable source code dataset for deep learning based vulnerability detection,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:58:47.388735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:58:46.475278Z digest=sha256:eb79b01b90ebb6520ee6c9e6865b703a8f9b87ff1850a3181f699675fcb4adb9

Observation 79863cfb-d0a0-4c98-aa4c-51103dfa0738 · outbound

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

It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vulnerability Detection with Code Language Models: How Far Are We?

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T17:58:46.643924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:58:46.643924Z digest=sha256:d5c2bf9a861f54953afcb8e4dc7387d985786a1cb30b0a75a88e71f27f6a79a6

Pith citing papers

No inbound Pith citation observations are available.