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Paper Citation Record · LEDGER

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

As of 23 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 2026-08-23T06:30:58.430688+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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:39.482811Z digest=sha256:7c760d646830b46d628f794cfb576391e11cce203ca84abeb14fc110d625566c

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

Resolution
verified fuzzy
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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:39.565350Z digest=sha256:dfceea32447d928bedf568fa29c32c177c4a985d58027438d3ba649634b3e8c0

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

Resolution
verified fuzzy
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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:39.676382Z digest=sha256:4aeaf157d5907aa881689993d9ee2aa656faebcd952857870c3892fccaf020b6

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

Resolution
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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:39.789121Z digest=sha256:75caab0c9a0a3645aacba9d146ebfd4d8c3e2d1406cad6eee5fd8f624de8a6e8

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:39.968398Z digest=sha256:0eb0735dd866d546309dccb70fbbba443c540444cf7ecf389a455f4b2cfc1f04

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:40.133114Z digest=sha256:9b5009036fce44c5f26e44c9ffdd8388cdbe51bc6f08ada7ebf292cff468d4d8

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:40.240623Z digest=sha256:413d7f321b8c5aa5a91afd8cad5b6887c75aabaedcceb42acb7a97a1ba28fa6b

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:40.359542Z digest=sha256:86b6f42259578cbf8778ce8a0163a020686e3bd98160a6ba6d36ea977937bcca

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:40.505692Z digest=sha256:265cbdee31c0688f15a84be0ac8d4bce38036d5f1a8d2777a3b605a5ca0c0fbe

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:40.633253Z digest=sha256:ba0bcf9de9f531384050a6b0d067fd995e848097f0d4e813282f63f9bc005ff4

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:40.729625Z digest=sha256:3977dc1030d88258cb9b30b9413ec4e660936139f2e554bcbb25f25898b4660e

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:40.863153Z digest=sha256:924d4f566c7c3b2be0a5762d3e4b080ac2c176863f6f5e635c1ff62a59c5398b

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:41.004076Z digest=sha256:cff9634a8f65293dba017d74dd12a81d8efda0294bd649c33add321acad22245

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:41.123748Z digest=sha256:2be73033af69ab11ac02b1684ff48025839f60df5a371f25897d54278160fb04

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:41.240977Z digest=sha256:c9e05901203fdd330db602c904f7924b6b37379bfd7dc029a4c6e3814d8c8b8d

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:41.404626Z digest=sha256:821474ebdf17b93472a71a25c26ecb4674b4976f31c5001ea96a62d9ce48ac5b

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:41.561227Z digest=sha256:38ff7167ee49d1aeb9406bc895791cde2dae842c8dd44f204de03277e6cbdda2

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:41.704126Z digest=sha256:ed17530d7853b2e72d45fe814c1fe6f9263323289cde5ace940c87c44f6fe2f3

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:41.857914Z digest=sha256:91707a37426f99a7617f9dd89801c65862ec8a55839b90fe85cfae5f8b327074

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:41.962259Z digest=sha256:2efbac66a01fa521a3d5f55c2c71e55667e8480c9026f2e52b37de6cf073b239

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:42.086837Z digest=sha256:9fbad4e118e94a898b5c5157c07ab9d05729c1031091c3d6d6d01ee1ee5471fb

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=sha256:673ce32e7cf28cd06f7eeca41086ab5d3ea2af93afa68717a3a1476c18c22b17

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=sha256:9220da018345cbf570347a4573859dbe2672de03d408961b6474a35dae38ac99

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=sha256:4358e93ed39035e57f278b9b0040a976260d95c8883ee0a73c3f112dafec241a

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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verified exact
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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:42.501022Z digest=sha256:76b8c5b6d06590a32585d90ddd740e6babbcd1a273fdc9ecb901a26400906c21

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:42.621701Z digest=sha256:4b4b66f5f02be010ba0046bf96b3e939285c605fd5f4ea70aa7707069aa252c0

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:42.743519Z digest=sha256:a3588caa2dd0f71659ecb90e88da3a89ff13e9b6680ab03af7b2d43bf58606b1

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:42.854803Z digest=sha256:4c3aedc2293c9c51e5f012986fb0e32d804078c13cdae9085276ea4c3ec5026c

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=sha256:74cddca2298650059aa9d1fefa6a3e5993aceb48fb3d1f43238bc183f3c11064

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:43.149668Z digest=sha256:0686eca762194925f0dfc3c43a640927a5a3d59ab2502116202f6724b2f5d052

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:43.348600Z digest=sha256:e3ac35f27397778542fa0c579999cb531f2bbdace791a8ecd4f49a298d268991

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=sha256:9b79f17fe022a3a6d594d768ce79a04d3d4176bb9dab59d6acc39a40b4c4d4f4

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:43.594694Z digest=sha256:71a9b97317b64406729f41f9eccbc630baf3a6764151f30b8d157aa51e08ce0f

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:af551aefd83371d9494037e655f961d154bf69e0fe626ee7d930ca24c8ddd4fb

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:43.814311Z digest=sha256:61ddc11334e9112036afac81f8b1b3bc427f86f16e0cbc645458a130c1f40665

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:43.920504Z digest=sha256:206575af684cb34ab1cfe68a55e63e3bc81ce3baf58cc09672a7b2675a930b0c

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:44.054520Z digest=sha256:912b43c1bc08f514531fef3917232f5eafc6c5e67a19e1dcbdb94d74070600f0

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:44.184022Z digest=sha256:ebd326cfc1c44e1a8757df5596086acaa5b0965202f583a1244b363a44e88870

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:d0723235a31470200945e8d37fa8628447a4f69d179e2499e492078a0af66a2c

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=sha256:515d9fc475f0b7f297af4614fd139a0d73f1c702a08183a30adef925a113a23c

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:44.619906Z digest=sha256:7855bf5ff072fecc30549050e69453d5f8b8e339426d3808b0dc1ee26faa01b8

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:44.777981Z digest=sha256:0cad3b215cecfccdc504edf6127a75bff5f6cfe966984f5ffc7150a42727c564

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:44.835986Z digest=sha256:7edb0f41c05282eabcf7a0a9a2f11f08f2ef12a200b4da24df5e91d2969672a7

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:44.894986Z digest=sha256:16042d210b57f49f14a9d7adfeb998cbb907a22104d15bc113cd65baaf0dfb31

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:44.962182Z digest=sha256:dee32fc3760c2c06adb0732eae351d9a5041580692b6e6f3f6c123e6272a8ef0

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:45.025565Z digest=sha256:cc72ee234b244ef12613e3f65f11fa0b981f36472dc89b14eb35792fb4e0205f

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:45.135814Z digest=sha256:7502c06aa6b6d8f36a5f421e94a57cb67b53f31d9044ba1cc850bf2464973626

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=sha256:5eb085a2d3d13de97ff7eca24981e22cdf2b1d505570f295f91a7321353b8005

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:45.303972Z digest=sha256:7de73100cb8c0017b78923d851e69ab43d9e225df4198941059df781679be308

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:45.376925Z digest=sha256:0ad6021b654659f47736f49453c33f6214cfe0812420febfd52c218b435bafa6

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:45.473159Z digest=sha256:7d93fe763a6fb3e90f3f35901ba70a84231aa886db740db4a15e593917adc7f5

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:45.548807Z digest=sha256:93c0a064d1aeb637f4a6a0cd23507b89387e931c2a283eedca7bfb7b7c50d3ef

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:45.638142Z digest=sha256:5e7229b7863d49d7e487d74c530d671def2f3385b5b2ac32180c07a1fede6023

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:45.709652Z digest=sha256:a896a8faf9d20c8b99868aae411789e70fa4fa76e90e4a157a120c9a63245dbe

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:45.801724Z digest=sha256:3572f975d2d097d4099c896652207b37faba59526cf7b2ee01b68e6636f698e3

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:45.918618Z digest=sha256:59e39766bbb04a20e6ef6a6a423607bad793a622c3931c73a0233f2de68206db

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=sha256:62a27df9564847e41cfa30f304619518d2ab51b16a14636928868c34d36995d3

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:46.060030Z digest=sha256:866e1a4d9702b66b9442e7f64a943dff6cb58076bf094905f4088b48f16e46ef

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:46.199053Z digest=sha256:0c2da793610495dddf8376280d2ef01612d257edf6dd7876c6fdffbdddc6c6f1

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:46.308624Z digest=sha256:6e1ec04955b9c764e2a4ec8a06b22385c35a899f2d112402a9ddf29bc9c9537c

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T17:58:46.475278Z digest=sha256:116725a8ff33fbec7feda9e138e962b34d27f4bb65834a29ae9115022f765860

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=sha256:47acddb4cba1af539c7cceace54fafb3720e4549e19943c8fa57f6589ff0f7aa

Pith citing papers

No inbound Pith citation observations are available.