It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective | Paper Citation Record

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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: verified fuzzy; 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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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 2026-08-08T06:32:00.761636+00:00.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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Reference resolution

Outbound references

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