Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:58:46.643924Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:58:46.643924Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
62 of 62 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 08e18087-95f3-4a05-8ea8-70350b788e23 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Common Vulnerabilities and Exposures (CVE),
Reference 1
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.
Observation 088c2f76-6b2c-452c-85fc-37eeaed03937 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Large scale characterization of software vulnerability life cycles,
Reference 2
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.
Observation 35e2b83b-b26d-4c1f-81d4-add7b2af70ea · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Savi: Static-analysis vulnerability indicator,
Reference 3
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.
Observation 8b56fd36-dd08-45c4-b47a-fe8739cedfcf · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Static analysis for security,
Reference 4
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.
Observation 37c6cc9f-3c8a-47b4-a77e-f526a6a99dec · outbound
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
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.
Observation 320ca138-4900-42f3-9c29-b8c1e00a4332 · outbound
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
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.
Observation 7ad84a16-b343-4de1-a993-2252f8203415 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective The concept of dynamic analysis,
Reference 7
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.
Observation 71125f86-cbf6-4f60-ad57-60dfcad1487f · outbound
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
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.
Observation b0b2fd0f-5356-4001-8e29-e0309d0ade20 · outbound
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
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.
Observation 707a5a03-8268-4da5-bb71-c59fb471e52a · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Deep semantic feature learning for software defect prediction,
Reference 10
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.
Observation e034e583-87a8-470a-b876-62bdccc2306a · outbound
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
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.
Observation 1e47aa0e-a104-42c8-b1f1-20d6e45a9317 · outbound
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
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.
Observation 8bf1ce84-98fa-4ffb-9036-6ab86c36ceff · outbound
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
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.
Observation a3b9825a-1cbc-4cb3-acc7-b1caaa3cea2a · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Common Weakness Enumeration (CWE),
Reference 14
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.
Observation 1327c040-a063-4109-9e44-d3bd0d5984cc · outbound
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
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.
Observation da271039-6754-4f29-b4a6-292bca1008dc · outbound
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
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.
Observation 8303951e-cea7-4be9-b349-218c28df02ee · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vultegra home,
Reference 17
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.
Observation ac1ced3b-c8c7-412e-a005-845ab1d09d89 · outbound
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
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.
Observation e0e56caa-03c3-41c0-8e8b-633bcc0bff84 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vuldeelocator: a deep learning-based fine-grained vulnerability detector,
Reference 19
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.
Observation 4fa8b656-cdf1-48e1-b8b2-160fcf931de8 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vulnerability detection with fine- grained interpretations,
Reference 20
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.
Observation a0afd88c-ff90-4b62-af51-7a43d0491944 · outbound
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
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.
Observation 6ecfd843-393f-4126-ac45-38b936eb74f5 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6eee8e1-31b2-493a-b5da-b41f022a4734 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07e9bdab-f118-477e-96f7-bb9d730e575c · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective UniXcoder: Unified Cross-Modal Pre-training for Code Representation
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43e11b7b-1c3c-485f-ae6d-b889bb8c81b0 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective From Generalist to Specialist: Exploring CWE-Specific Vulnerability Detection
Reference 25
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.
Observation 1354c1fa-7de9-40b8-b40e-1552201d03d2 · outbound
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
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.
Observation 6b0f9fe0-6736-4941-a176-37d02c9b849d · outbound
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
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.
Observation 61c05645-07b9-4fd5-aab1-b2334390177e · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vulcnn: An image-inspired scalable vulnerability detection system,
Reference 28
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.
Observation e06f2861-e15f-4384-811b-4fb4fe1a9af7 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Linevul: A transformer-based line- level vulnerability prediction,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3c7ba3a-b1d4-4dd1-983c-ad29231a4a77 · outbound
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
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.
Observation b368b0fe-ba11-469e-90c3-a2bc1cf5da4a · outbound
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
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.
Observation d4bec5a7-8974-427c-995a-5b0096bc2827 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0cb4a4f-41f1-4e74-9364-e88a16ef09e7 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Vulnerability detection via multiple-graph-based code representation,
Reference 33
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.
Observation 38ee18b8-6b56-413f-8e5a-4649b391a14b · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective VulEval: Towards Repository-Level Evaluation of Software Vulnerability Detection
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eee76a07-de41-4c82-8d86-af8b0255a393 · outbound
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
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.
Observation bd462ba2-4f3f-4920-9628-36ac23997230 · outbound
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
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.
Observation 04465896-d0ad-4325-b1c7-b1d84d5ac35f · outbound
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
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.
Observation cd1f659c-44b0-4567-a3a0-3b786466da09 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective National Vul- nerability Database (NVD),
Reference 38
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.
Observation 314c5d94-4d30-4f07-b13a-bc0e7a32e95e · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e7ba09a-0f2e-454c-9ca0-261344832265 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Deep learning based vulnerability detection: Are we there yet?
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02890b1d-c3af-4579-b35b-91019342b435 · outbound
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
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.
Observation 27f32b41-f064-471a-95d3-ea32ca26d2d0 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective SARD Dataset,
Reference 42
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.
Observation cb5e3aa2-0f20-48dc-81b8-e6badd443877 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective CWE TOP 25,
Reference 43
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.
Observation bacc3490-d1fe-42c7-9a0b-e4eb2cf9401d · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Cppcheck,
Reference 44
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.
Observation 9e19b43c-5cc0-4622-a36e-197b8cf60502 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective SonarQube - Continuous Code Quality,
Reference 45
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.
Observation 4ce977f1-51de-4dd8-a963-8815ba3d3bcc · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective OW ASP Dependency Check,
Reference 46
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.
Observation cdfb2d73-8a09-412a-bef7-c9e8fdb4b96f · outbound
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
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.
Observation 70037d46-951d-4f6e-b5bc-69cc698b8d9e · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective ” false negative-that one is going to kill you
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 304947b6-c5bc-4718-b194-a86678157d8e · outbound
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
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.
Observation e0bccd84-936d-47ba-83c7-90f913e17cd8 · outbound
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
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.
Observation 22ee6a60-3525-4003-b9a8-23ed6a245a0b · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective {MVP}: Detecting vulnerabilities using {Patch-Enhanced} vulnerability signatures,
Reference 51
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.
Observation 020a6a0e-f4e6-43ff-a88d-c91979df5a06 · outbound
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
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.
Observation cacb6519-73dd-4a92-8496-0bc22892a4a1 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Regvd: Revisiting graph neural networks for vulnerability detection,
Reference 53
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.
Observation 5d671eed-c79a-4a55-ab78-d845927df362 · outbound
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
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.
Observation ef0ed648-87e0-4e35-8bc5-7550f814bc98 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Learning to detect memory-related vulnerabilities,
Reference 55
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.
Observation 7daaf948-4c1a-4621-8852-63ff59b80465 · outbound
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
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.
Observation ea284ddb-9cf2-4a3a-b80c-2c89c209b8a2 · outbound
It Only Gets Worse: Revisiting DL-Based Vulnerability Detectors from a Practical Perspective Unified Pre-training for Program Understanding and Generation
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d19129c-46f8-4352-9ed7-1eb754c8cb12 · outbound
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
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.
Observation 05af6ebe-5751-425c-8648-243e7d31ef42 · outbound
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
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.
Observation 3eba387e-241e-44a5-b118-152f9399ec0a · outbound
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
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.
Observation ff57edee-4089-4136-96e1-dc95040a015e · outbound
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
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.
Observation 79863cfb-d0a0-4c98-aa4c-51103dfa0738 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.